---
title: "Workshop on Patient-Oriented Language Processing @ LREC"
description: "Workshop on Patient-Oriented Language Processing @ LREC 2026 — accepted papers: 20 papers in the Elamur Research library (Palma…"
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# Workshop on Patient-Oriented Language Processing @ LREC 2026 — accepted papers

Workshop on Patient-Oriented Language Processing @ LREC 2026 is the 2026 edition of the Workshop on Patient-Oriented Language Processing @ LREC, held in Palma, Mallorca (Spain), May 2026 (publisher: European Language Resources Association (ELRA)). The ACL Anthology lists 53 papers of it; our library holds 20 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

📍 Palma, Mallorca (Spain) · 🗓 May 2026

[**53** papers in the proceedings](#all) · [**20** works in our library](https://md.research.elamur.ai/free/en/venues/cl4health/2026/#works) · [**1** citations of these works](https://md.research.elamur.ai/free/en/venues/cl4health/2026/#works)

## All accepted papers (53)

The most cited first; 20 with our summary link to their page here, the others to the original.

1. **[A Synthetic Conversational Dataset for Type 2 Diabetes Management](https://md.research.elamur.ai/free/en/papers/ntanavaras-2026-synthetic-conversational-dataset-type-2/)**Stergios Ntanavaras, Maaike de Boer, Piek T.J.M. Vossen*our summary*
2. **[Addressing Domain Shift in Health Coaching Note Analysis through Factorized Synthetic Data Generation](https://md.research.elamur.ai/free/en/papers/tanzer-2026-addressing-domain-shift-health-coaching/)**Michael Tänzer, Iva Bojic, Ashwini Yuvraj Lawate et al.*our summary*
3. **[An Open-Resource Knowledge Augmentation for Biomedical Lay Summarization](https://md.research.elamur.ai/free/en/papers/veloso-2026-open-resource-knowledge-augmentation-biomedical/)**João Pedro Veloso, Evelin Amorim*our summary*
4. **[Aurum at CRF Filling 2026: Modular DSPy Extractors with Qwen3-Max for Multilingual CRF Filling](https://md.research.elamur.ai/free/en/papers/ulli-2026-aurum-crf-filling-2026-modular/)**Vinay Babu Ulli, Jyoti Kumari, Anindita Mondal*our summary*
5. **[Automated Detection of Dosing Errors in Clinical Trial Narratives: A Multi-Modal Feature Engineering Approach with LightGBM](https://md.research.elamur.ai/free/en/papers/smadi-2026-automated-detection-dosing-errors-clinical/)**Mohammad AL-Smadi*our summary*
6. **[BIT.UA-AAUBS at ArchEHR-QA 2026: Evaluating Open-Source and Proprietary LLMs via Prompting in Low-Resource QA ↗](https://aclanthology.org/2026.cl4health-1.41/)**Richard A. A. Jonker, Alexander Christiansen, Alexandros Maniatis et al.
7. **[Beyond One-Size-Fits-All: Multi-Agent Refinement Framework for Persona-Based Biomedical Summarization](https://md.research.elamur.ai/free/en/papers/salvi-2026-beyond-one-size-fits-all/)**Rohan 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 ↗](https://aclanthology.org/2026.cl4health-1.31/)**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 Counselling](https://md.research.elamur.ai/free/en/papers/ng-2026-coach-meets-quorum-framework-pipeline/)**Yee 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 ↗](https://aclanthology.org/2026.cl4health-1.30/)**Leon Hamnett, Favour Igwezeke, Joseph Itopa Abubakar et al.
11. **[Cohere Labs Community at FoodBench-QA 2026: The Cake Makes the Ingredients](https://md.research.elamur.ai/free/en/papers/ranjan-2026-cohere-labs-community-foodbench-qa/)**Ravi Ranjan, Roshan Santhosh, Lucien Carroll*our summary*
12. **[Compressed Representations of Patient Records: A Comparative Study of Template-Based and LLM-Based Methods for Clinical Data Summarization and Visualization](https://md.research.elamur.ai/free/en/papers/stockl-2026-compressed-representations-patient-records-comparative/)**Andreas Stöckl, Oliver Krauss, Sophie Bauernfeind*our summary*
13. **[Datasets for a Chatbot for Clinical Trial Search ↗](https://aclanthology.org/2026.cl4health-1.13/)**Yumeng Yang, Ethan Ludmir, Kirk Roberts
14. **[Diagnostic Reasoning with Large Language Models for a Rare Disease: Case Study of Primary Ciliary Dyskinesia ↗](https://aclanthology.org/2026.cl4health-1.27/)**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 ↗](https://aclanthology.org/2026.cl4health-1.33/)**Serhii Zabolotnii
16. **[Dutch Metaphor Extraction from Cancer Patients' Interviews and Forum Data Using LLMs and Human in the Loop ↗](https://aclanthology.org/2026.cl4health-1.8/)**Lifeng Han, David Lindevelt, Sander Puts et al.
17. **[Evaluating Professional Acceptability of LLM-Generated Systematic Review Summaries in Healthcare: Psychiatrists' Perspectives](https://md.research.elamur.ai/free/en/papers/thompson-2026-evaluating-professional-acceptability-llm-generated/)**Paul Thompson, Artemis Boulogeorgou, Fotini Kaponi et al.*our summary*
18. **[FCProfiler: Structured and Deterministic Pipeline for Recipe-Level Nutrient Estimation ↗](https://aclanthology.org/2026.cl4health-1.32/)**Siyoon Kim
19. **[FHIRPath-QA: Executable Question Answering over FHIR Electronic Health Records ↗](https://aclanthology.org/2026.cl4health-1.1/)**Michael Frew, Nishit Bheda, Bryan Tripp
20. **[FoodBench-QA: Overview of the Shared Task on Grounded Food and Nutrition Question Answering ↗](https://aclanthology.org/2026.cl4health-1.20/)**Tome Eftimov, Ana Gjorgjevikj, Matej Martinc et al.
21. **[GREYC at CRF Filling 2026: Rewrite Before You Extract - Rewriting Clinical Notes for Automated CRF](https://md.research.elamur.ai/free/en/papers/melgarejo-2026-greyc-crf-filling-2026-rewrite/)**Jesus Lovon-Melgarejo, Jérémie Pantin, Gaël Dias*our summary*
22. **[GigitAI at ArchEHR-QA 2026: Prompting Strategies and Constitutional AI for Clinical Question Answering ↗](https://aclanthology.org/2026.cl4health-1.53/)**Saran Krishnasamy, Inez Wihardjo
23. **[HealthNLP_Retrievers at ArchEHR-QA 2026: Cascaded LLM Pipeline for Grounded Clinical Question Answering ↗](https://aclanthology.org/2026.cl4health-1.47/)**Md Biplob Hosen, Md Alomgeer Hussein, Md Akmol Masud et al.
24. **[HealthTrajectory: Patient Journey Summaries and Visualizations for Patient-Clinician Communication Support ↗](https://aclanthology.org/2026.cl4health-1.14/)**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 Environments](https://md.research.elamur.ai/free/en/papers/urbieta-2026-hitz-ixa-archehr-qa-2026/)**Xabier Irastortza-Urbieta, Maite Oronoz, Alicia Pérez*our summary*

[See all 53 papers in Workshop on Patient-Oriented Language Processing @ LREC 2026 — accepted papers →](https://md.research.elamur.ai/free/en/venues/cl4health/2026/papers/)

## Papers with our summary in our library (20)

The most cited first (OpenAlex citations plus our library's).

1. **[Automated Detection of Dosing Errors in Clinical Trial Narratives: A Multi-Modal Feature Engineering Approach with LightGBM](https://md.research.elamur.ai/free/en/papers/smadi-2026-automated-detection-dosing-errors-clinical/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Mohammad AL-Smadi*2026 · 1 citation*
2. **[Neural at ArchEHR-QA 2026: One Method Fits All: Unified Prompt Optimization for Clinical QA over EHRs](https://md.research.elamur.ai/free/en/papers/majeedi-2026-neural-archehr-qa-2026-one/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Abrar Majeedi, Viswanatha Reddy Gajjala, Sai Prasanna Teja Reddy Bogireddy, et al.*2026*
3. **[Structured Radiology Intelligence: Extracting Structured Data from MRI Reports Using LLMs](https://md.research.elamur.ai/free/en/papers/marimuthu-2026-structured-radiology-intelligence-extracting-structured/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Sushvin Marimuthu, Parameswari Krishnamurthy, Dipti Misra Sharma, et al.*2026*
4. **[GREYC at CRF Filling 2026: Rewrite Before You Extract - Rewriting Clinical Notes for Automated CRF](https://md.research.elamur.ai/free/en/papers/melgarejo-2026-greyc-crf-filling-2026-rewrite/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Jesus Lovon-Melgarejo, Jérémie Pantin, Gaël Dias*2026*
5. **[COACH Meets QUORUM: A Framework and Pipeline for Aligning User, Expert, and Developer Perspectives in LLM-Generated Health Counselling](https://md.research.elamur.ai/free/en/papers/ng-2026-coach-meets-quorum-framework-pipeline/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Yee Man Ng, Bram van Dijk, Pieter Beynen, et al.*2026*
6. **[A Synthetic Conversational Dataset for Type 2 Diabetes Management](https://md.research.elamur.ai/free/en/papers/ntanavaras-2026-synthetic-conversational-dataset-type-2/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Stergios Ntanavaras, Maaike de Boer, Piek T.J.M. Vossen*2026*
7. **[Cohere Labs Community at FoodBench-QA 2026: The Cake Makes the Ingredients](https://md.research.elamur.ai/free/en/papers/ranjan-2026-cohere-labs-community-foodbench-qa/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Ravi Ranjan, Roshan Santhosh, Lucien Carroll*2026*
8. **[Innov8rs at CRF Filling 2026: An Iterative Multi-LLM Ensemble Pipeline with Dynamic Few-Shot Retrieval and Data-Driven Precision Filtering](https://md.research.elamur.ai/free/en/papers/rao-2026-innov8rs-crf-filling-2026-iterative/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Samminga Sainath Rao, Sumit Mishra, Chanchal Suman*2026*
9. **[Beyond One-Size-Fits-All: Multi-Agent Refinement Framework for Persona-Based Biomedical Summarization](https://md.research.elamur.ai/free/en/papers/salvi-2026-beyond-one-size-fits-all/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Rohan Charudatt Salvi, Chirag Chawla, Md. Shad Akhtar, et al.*2026*
10. **[sebis at CRF Filling 2026: A Two-Stage Local LLM Pipeline for Medical CRF Filling](https://md.research.elamur.ai/free/en/papers/sommer-2026-sebis-crf-filling-2026-two/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Katharina Sommer, Tristan Till, Florian Matthes*2026*
11. **[Compressed Representations of Patient Records: A Comparative Study of Template-Based and LLM-Based Methods for Clinical Data Summarization and Visualization](https://md.research.elamur.ai/free/en/papers/stockl-2026-compressed-representations-patient-records-comparative/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Andreas Stöckl, Oliver Krauss, Sophie Bauernfeind*2026*
12. **[TAMU-NLP at ArchEHR-QA 2026: Grounded Clinical QA with Evidence Identification and Intent-Aware Answer Generation](https://md.research.elamur.ai/free/en/papers/su-2026-tamu-nlp-archehr-qa-2026/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Xinqi Su, Rongrong Wang, Sunyang Fu, et al.*2026*
13. **[MedEvi-NS at ArchEHR-QA 2026: Using Clinical Reasoning Principles to Improve Zero-shot Capabilities of Large Language Models in Evidence Alignment](https://md.research.elamur.ai/free/en/papers/sun-2026-medevi-ns-archehr-qa-2026/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Mengxuan Sun, Nicolay Rusnachenko*2026*
14. **[Addressing Domain Shift in Health Coaching Note Analysis through Factorized Synthetic Data Generation](https://md.research.elamur.ai/free/en/papers/tanzer-2026-addressing-domain-shift-health-coaching/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Michael Tänzer, Iva Bojic, Ashwini Yuvraj Lawate, et al.*2026*
15. **[Evaluating Professional Acceptability of LLM-Generated Systematic Review Summaries in Healthcare: Psychiatrists' Perspectives](https://md.research.elamur.ai/free/en/papers/thompson-2026-evaluating-professional-acceptability-llm-generated/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Paul Thompson, Artemis Boulogeorgou, Fotini Kaponi, et al.*2026*
16. **[Polimi at CRF Filling 2026: Prompt-Based Information Extraction from Italian Clinical Notes](https://md.research.elamur.ai/free/en/papers/torri-2026-polimi-crf-filling-2026-prompt/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Vittorio Torri, Francesca Ieva*2026*
17. **[tt501 at ArchEHR-QA 2026: Few-Shot Prompting with Retrieval-Augmented Generation for Grounded Clinical EHR Question Answering](https://md.research.elamur.ai/free/en/papers/tran-2026-tt501-archehr-qa-2026-few/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Tai Tan Tran*2026*
18. **[Aurum at CRF Filling 2026: Modular DSPy Extractors with Qwen3-Max for Multilingual CRF Filling](https://md.research.elamur.ai/free/en/papers/ulli-2026-aurum-crf-filling-2026-modular/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Vinay Babu Ulli, Jyoti Kumari, Anindita Mondal*2026*
19. **[HiTZ-IXA at ArchEHR-QA 2026: Evidence Alignment Through Self-Consistency and Prompt Curation in Memory-Constrained Environments](https://md.research.elamur.ai/free/en/papers/urbieta-2026-hitz-ixa-archehr-qa-2026/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**Xabier Irastortza-Urbieta, Maite Oronoz, Alicia Pérez*2026*
20. **[An Open-Resource Knowledge Augmentation for Biomedical Lay Summarization](https://md.research.elamur.ai/free/en/papers/veloso-2026-open-resource-knowledge-augmentation-biomedical/) [Workshop on Patient-Oriented Language Processing @ LREC](https://md.research.elamur.ai/free/en/venues/cl4health/)**João Pedro Veloso, Evelin Amorim*2026*

## Top topics

Topics of its works in our library, with the number of works on each.

[Question answering (6)](https://md.research.elamur.ai/free/en/topics/question-answering/) · [Summarization (3)](https://md.research.elamur.ai/free/en/topics/summarization/) · [Language models & pretraining (2)](https://md.research.elamur.ai/free/en/topics/language-models/) · [Information retrieval & search (2)](https://md.research.elamur.ai/free/en/topics/information-retrieval/) · [Information extraction (1)](https://md.research.elamur.ai/free/en/topics/information-extraction/) · [Dialogue systems (1)](https://md.research.elamur.ai/free/en/topics/dialogue-systems/) · [Multilingual & cross-lingual NLP (1)](https://md.research.elamur.ai/free/en/topics/multilingual-nlp/) · [Evaluation & benchmarks (1)](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [Reasoning (1)](https://md.research.elamur.ai/free/en/topics/reasoning/) · [Vision & language (1)](https://md.research.elamur.ai/free/en/topics/multimodal/)

## Fields

[Computer Science (18)](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Arts and Humanities (16)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Biochemistry, Genetics and Molecular Biology (10)](https://md.research.elamur.ai/free/en/shelves/biochemistry-genetics-and-molecular-biology/) · [Medicine (9)](https://md.research.elamur.ai/free/en/shelves/medicine/) · [Health Professions (2)](https://md.research.elamur.ai/free/en/shelves/health-professions/) · [Decision Sciences (1)](https://md.research.elamur.ai/free/en/shelves/decision-sciences/)

## Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

[🧑‍🔬**Mohammad AL-Smadi**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/mohammad-al-smadi/) · [🧑‍🔬**Alicia Pérez**1 work here](https://md.research.elamur.ai/free/en/authors/alicia-perez/) · [🧑‍🔬**Dipti Misra Sharma**1 work here](https://md.research.elamur.ai/free/en/authors/dipti-misra-sharma/) · [🧑‍🔬**Efstathia Soufleri**1 work here](https://md.research.elamur.ai/free/en/authors/efstathia-soufleri/) · [🧑‍🔬**Evelin Amorim**1 work here](https://md.research.elamur.ai/free/en/authors/evelin-amorim/) · [🧑‍🔬**Florian Matthes**1 work here](https://md.research.elamur.ai/free/en/authors/florian-matthes/) · [🧑‍🔬**Gaël Dias**1 work here](https://md.research.elamur.ai/free/en/authors/gael-dias/) · [🧑‍🔬**Jyoti Kumari**1 work here](https://md.research.elamur.ai/free/en/authors/jyoti-kumari/) · [🧑‍🔬**Maaike de Boer**1 work here](https://md.research.elamur.ai/free/en/authors/maaike-de-boer/) · [🧑‍🔬**Md Shad Akhtar**1 work here](https://md.research.elamur.ai/free/en/authors/md-shad-akhtar/) · [🧑‍🔬**Nicolay Rusnachenko**1 work here](https://md.research.elamur.ai/free/en/authors/nicolay-rusnachenko/) · [🧑‍🔬**Parameswari Krishnamurthy**1 work here](https://md.research.elamur.ai/free/en/authors/parameswari-krishnamurthy/)

## Top institutions

Institutions on the bylines of its works here, by the number of works.

[🎓**National Institute of Technology Warangal** Warangal · India 1 work here](https://md.research.elamur.ai/free/en/universities/national-institute-of-technology-warangal/) · [🎓**Leiden University** Leiden · Netherlands 1 work here](https://md.research.elamur.ai/free/en/universities/leiden-university/) · [🎓**Vietnam National University Ho Chi Minh City** Ho Chi Minh City · Vietnam 1 work here](https://md.research.elamur.ai/free/en/universities/vietnam-national-university-ho-chi-minh-city/) · [🔬**Centre National de la Recherche Scientifique** Paris · France 1 work here](https://md.research.elamur.ai/free/en/labs/centre-national-de-la-recherche-scientifique/) · [🏢**Adobe Systems** San Jose · United States 1 work here](https://md.research.elamur.ai/free/en/companies/adobe-systems/) · [🎓**University of Wisconsin–Madison** Madison · United States 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-wisconsin-madison/) · [🔬**Netherlands Organisation for Applied Scientific Research** Delft · Netherlands 1 work here](https://md.research.elamur.ai/free/en/labs/netherlands-organisation-for-applied-scientific-research/) · [🎓**University of the Basque Country** Leioa · Spain 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-the-basque-country/) · [🎓**Nanyang Technological University** Singapore · Singapore 1 work here](https://md.research.elamur.ai/free/en/universities/nanyang-technological-university/) · [🎓**École Nationale Supérieure d'Ingénieurs de Caen** Caen · France 1 work here](https://md.research.elamur.ai/free/en/universities/ecole-nationale-superieure-d-ingenieurs-de-caen/) · [🎓**University of Aberdeen** Aberdeen · United Kingdom 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-aberdeen/) · [🤝**Leiden University Medical Center** Leiden · Netherlands 1 work here](https://md.research.elamur.ai/free/en/ngos/leiden-university-medical-center/)

Place and dates from the event's site or the ACL Anthology; works and citations from OpenAlex and our library.

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