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title: "Workshop on Clinical Natural Language Processing"
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# Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 — accepted papers

Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 is the 2026 edition of the Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC, held in Palma, Mallorca (Spain), May 2026 (publisher: European Language Resources Association (ELRA)). The ACL Anthology lists 41 papers of it; our library holds 19 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

📍 Palma, Mallorca (Spain) · 🗓 May 2026

[**41** papers in the proceedings](#all) · [**19** works in our library](https://md.research.elamur.ai/free/en/venues/clinicalnlp/2026/#works) · [**19** citations of these works](https://md.research.elamur.ai/free/en/venues/clinicalnlp/2026/#works)

## All accepted papers (41)

The most cited first; 19 with our summary link to their page here, the others to the original.

1. **[A Comparative Study of Approaches to Anonymization of Clinical Free Text in Spanish ↗](https://aclanthology.org/2026.clinicalnlp-1.31/)**Florencia Luciana Brunello, Laura Alonso Alemany, Serena Villata et al.
2. **[An OMOP-Based Open-Source Text-to-SQL Benchmark Dataset ↗](https://aclanthology.org/2026.clinicalnlp-1.40/)**Paul Legrand, Kawsar Noor, Satyam Bhagwanani et al.
3. **[AnotherOne at MEDIQA-SYNUR 2026: Detect, Extract, Normalize - Knowledge-Grounded LLM Pipeline for Clinical Observation Extraction](https://md.research.elamur.ai/free/en/papers/thomas-2026-anotherone-mediqa-synur-2026-detect/)**Jerrin John Thomas, Parameswari Krishnamurthy*our summary*
4. **[Automatic Generation of Discharge Summaries Using Large Language Models: A Systematic Literature Review](https://md.research.elamur.ai/free/en/papers/pinar-2026-automatic-generation-discharge-summaries-large/)**Lucas Molino-Piñar, Manuel Carlos Diaz Galiano, María-Teresa Martín-Valdivia*our summary*
5. **[BDI at MEDIQA-EVAL 2026: A ReAct-Style Multimodal Agent for Fine-Grained Medical Response Assessment](https://md.research.elamur.ai/free/en/papers/xu-2026-bdi-mediqa-eval-2026-react/)**Justin Xu, Zizheng Zhang, Augustine Luk et al.*our summary*
6. **[Context-Aware SNOMED CT Entity Linking for Clinical Text ↗](https://aclanthology.org/2026.clinicalnlp-1.33/)**Provia Kadusabe, Demian Gholipour Ghalandari, Lauren Cassidy et al.
7. **[Differentially Private De-identification of Dutch Clinical Notes: A Comparative Evaluation](https://md.research.elamur.ai/free/en/papers/miranda-2026-differentially-private-de-identification-dutch/)**Michele Miranda, Xinlan Yan, Nishant Mishra et al.*our summary*
8. **[Disagreement-Driven Joint Refinement of Retrieval and Decision Rules for Imbalanced Counseling Risk Classification](https://md.research.elamur.ai/free/en/papers/shao-2026-disagreement-driven-joint-refinement-retrieval/)**Zhihao Shao, Ryo Sekizaki, Shengzhou Yi et al.*our summary*
9. **[Disentangling Ambiguity from Instability in Large Language Models: A Clinical Text-to-SQL Case Study ↗](https://aclanthology.org/2026.clinicalnlp-1.39/)**Angelo Ziletti, Leonardo D'Ambrosi
10. **[Evaluating the Retrieval Component in a Retrieval-Augmented Summarization System for Patient Records in French](https://md.research.elamur.ai/free/en/papers/naguib-2026-evaluating-retrieval-component-retrieval-augmented/)**Marco Naguib, Christel Gérardin, Victor Beaucoté et al.*our summary*
11. **[Extracting Medication Instructions from Dutch General Practice Electronic Health Records with Local Natural Language Processing ↗](https://aclanthology.org/2026.clinicalnlp-1.19/)**Marya Dukmak, Constanza L. Andaur Navarro, Artuur Leeuwenberg
12. **[GS-BrainText: A Multi-Site Brain Imaging Report Dataset from Generation Scotland for Clinical Natural Language Processing Development and Validation ↗](https://aclanthology.org/2026.clinicalnlp-1.11/)**Beatrice Alex, Claire Grover, Arlene Casey et al.
13. **[Gladiator at MEDIQA-SYNUR 2026: Contextual Clinical Extraction: Integrating Foundation Models with Domain-Specific Validation Rules](https://md.research.elamur.ai/free/en/papers/pusapati-2026-gladiator-mediqa-synur-2026-contextual/)**Siva Satyanarayana Raju Pusapati, Ankit Singh*our summary*
14. **[HSE NLP TEAM at MEDIQA-SYNUR 2026: Consensus Adjudication Ensemble (ACE): Balancing Precision and Recall for Schema-Bystander Clinical Extraction](https://md.research.elamur.ai/free/en/papers/valiev-2026-hse-nlp-team-mediqa-synur/)**Airat A. Valiev*our summary*
15. **[JMedWiC: A Japanese Word-in-Context Dataset in the Medical Domain ↗](https://aclanthology.org/2026.clinicalnlp-1.24/)**Koki Horiguchi, Seiji Sugiyama, Tomoyuki Kajiwara et al.
16. **[L2D-Clinical: Learning to Defer for Adaptive Model Selection in Clinical Text Classification ↗](https://aclanthology.org/2026.clinicalnlp-1.5/)**Rishik Kondadadi, John E. Ortega
17. **[LTRC-IIIT at MEDIQA-SYNUR 2026: Benchmarking a Fully Local, Training-Free RAG Pipeline](https://md.research.elamur.ai/free/en/papers/vaish-2026-ltrc-iiit-mediqa-synur-2026/)**Aashwin Vaish, Dipti Misra Sharma*our summary*
18. **[LTRC-Medicom at MEDIQA-SYNUR 2026: Schema-Guided Clinical Information Extraction with Hybrid Clustering-SFT-Verification ↗](https://aclanthology.org/2026.clinicalnlp-1.25/)**Pasumarthy Deepak, Sushvin Marimuthu, Parameswari Krishnamurthy
19. **[Lakefront AI Ramblers at MEDIQA-SYNUR 2026: Hybrid Retrieval and LLM Verification for Open-Source Schema-Guided Clinical Information Extraction](https://md.research.elamur.ai/free/en/papers/saban-2026-lakefront-ai-ramblers-mediqa-synur/)**Michael T. Saban, Arsalan Yaghoubi, Behnaz Eslami et al.*our summary*
20. **[MIDAS_SYNUR at MEDIQA-SYNUR 2026: A Prompting Study for Clinical Observation Extraction from Nurse Dictation Transcriptions](https://md.research.elamur.ai/free/en/papers/sriram-2026-midas-synur-mediqa-synur-2026/)**Swetha Krishna Sriram, Akshitaa Sahoo*our summary*
21. **[MOSAIC: A Multilingual, Taxonomy-Agnostic, and Computationally Efficient Approach for Radiological Report Classification in Low-Resource Settings](https://md.research.elamur.ai/free/en/papers/schiavone-2026-mosaic-multilingual-taxonomy-agnostic-computationally/)**Alice Schiavone, Marco Fraccaro, Lea Marie Pehrson et al.*our summary*
22. **[MasonNLP at MEDIQA-SYNUR 2026: Retrieval-Augmented Large Language Models for Schema-Constrained Clinical Information Extraction ↗](https://aclanthology.org/2026.clinicalnlp-1.17/)**A H M Rezaul Karim, Özlem Uzuner
23. **[MedAware at MEDIQA-EVAL 2026: Vision-Language Model Fine-Tuning with Logprob-Based Score Calibration for Medical Response Evaluation ↗](https://aclanthology.org/2026.clinicalnlp-1.21/)**Ziqi Hao, Pengbo Liu
24. **[MedNormJ: A Benchmark Dataset for Medical Concept Normalization in Japanese Clinical Documents](https://md.research.elamur.ai/free/en/papers/tashiro-2026-mednormj-benchmark-dataset-medical-concept/)**Yuki Tashiro, Seiji Shimizu, Tomohiro Nishiyama et al.*our summary*
25. **[Night Shift Nerds at MEDIQA-SYNUR 2026: Pushing Small Large Language Model Capability for Clinical Observation Extraction and Normalization from Nurse Dictation using RLVR ↗](https://aclanthology.org/2026.clinicalnlp-1.18/)**Bayu Aryoyudanta, Maria Yuliana, Mikie Rachman et al.

[See all 41 papers in Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 — accepted papers →](https://md.research.elamur.ai/free/en/venues/clinicalnlp/2026/papers/)

## Papers with our summary in our library (19)

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

1. **[Overview of the MEDIQA-SYNUR 2026 Shared Task on Observation Extraction from Nurse Dictations](https://md.research.elamur.ai/free/en/papers/michalopoulos-2026-overview-mediqa-synur-2026-shared/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**George Michalopoulos, Jean-Philippe Corbeil, Cari Bader, et al.*2026 · 9 citations*
2. **[Smart_solutions at MEDIQA-SYNUR 2026: A Multi-Stage LLM Pipeline for Nursing Observation Extraction](https://md.research.elamur.ai/free/en/papers/munjal-2026-smart-solutions-mediqa-synur-2026/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Prateek Munjal*2026 · 1 citation*
3. **[SUAT-BMI at MEDIQA-EVAL 2026: An Ensemble Approach to Language Models as Judges for Automatic Rating of Medical Responses](https://md.research.elamur.ai/free/en/papers/peng-2026-suat-bmi-mediqa-eval-2026/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Xinzhe Peng, Liyuan E, Kun Feng, et al.*2026 · 1 citation*
4. **[Gladiator at MEDIQA-SYNUR 2026: Contextual Clinical Extraction: Integrating Foundation Models with Domain-Specific Validation Rules](https://md.research.elamur.ai/free/en/papers/pusapati-2026-gladiator-mediqa-synur-2026-contextual/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Siva Satyanarayana Raju Pusapati, Ankit Singh*2026 · 1 citation*
5. **[Lakefront AI Ramblers at MEDIQA-SYNUR 2026: Hybrid Retrieval and LLM Verification for Open-Source Schema-Guided Clinical Information Extraction](https://md.research.elamur.ai/free/en/papers/saban-2026-lakefront-ai-ramblers-mediqa-synur/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Michael T. Saban, Arsalan Yaghoubi, Behnaz Eslami, et al.*2026 · 1 citation*
6. **[RECAP: Transparent Inference-Time Emotion Alignment for Medical Dialogue Systems](https://md.research.elamur.ai/free/en/papers/srinivasan-2026-recap-transparent-inference-time-emotion/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Adarsh Srinivasan, Jacob Dineen, Muhammad Uzair Sarfraz, et al.*2026 · 1 citation*
7. **[MIDAS_SYNUR at MEDIQA-SYNUR 2026: A Prompting Study for Clinical Observation Extraction from Nurse Dictation Transcriptions](https://md.research.elamur.ai/free/en/papers/sriram-2026-midas-synur-mediqa-synur-2026/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Swetha Krishna Sriram, Akshitaa Sahoo*2026 · 1 citation*
8. **[AnotherOne at MEDIQA-SYNUR 2026: Detect, Extract, Normalize - Knowledge-Grounded LLM Pipeline for Clinical Observation Extraction](https://md.research.elamur.ai/free/en/papers/thomas-2026-anotherone-mediqa-synur-2026-detect/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Jerrin John Thomas, Parameswari Krishnamurthy*2026 · 1 citation*
9. **[LTRC-IIIT at MEDIQA-SYNUR 2026: Benchmarking a Fully Local, Training-Free RAG Pipeline](https://md.research.elamur.ai/free/en/papers/vaish-2026-ltrc-iiit-mediqa-synur-2026/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Aashwin Vaish, Dipti Misra Sharma*2026 · 1 citation*
10. **[HSE NLP TEAM at MEDIQA-SYNUR 2026: Consensus Adjudication Ensemble (ACE): Balancing Precision and Recall for Schema-Bystander Clinical Extraction](https://md.research.elamur.ai/free/en/papers/valiev-2026-hse-nlp-team-mediqa-synur/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Airat A. Valiev*2026 · 1 citation*
11. **[BDI at MEDIQA-EVAL 2026: A ReAct-Style Multimodal Agent for Fine-Grained Medical Response Assessment](https://md.research.elamur.ai/free/en/papers/xu-2026-bdi-mediqa-eval-2026-react/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Justin Xu, Zizheng Zhang, Augustine Luk, et al.*2026 · 1 citation*
12. **[Differentially Private De-identification of Dutch Clinical Notes: A Comparative Evaluation](https://md.research.elamur.ai/free/en/papers/miranda-2026-differentially-private-de-identification-dutch/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Michele Miranda, Xinlan Yan, Nishant Mishra, et al.*2026*
13. **[Evaluating the Retrieval Component in a Retrieval-Augmented Summarization System for Patient Records in French](https://md.research.elamur.ai/free/en/papers/naguib-2026-evaluating-retrieval-component-retrieval-augmented/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Marco Naguib, Christel Gérardin, Victor Beaucoté, et al.*2026*
14. **[Role-Adapted Clinical Report Generation for Ultrasound Measurements in Low-Resource Settings](https://md.research.elamur.ai/free/en/papers/nainia-2026-role-adapted-clinical-report-generation/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Ayoub Nainia, Tanya Akumu, Noussair Lazrak, et al.*2026*
15. **[SASTA Self Assessment: An efficient human-in-the-loop strategy for developmental and pathological language analysis](https://md.research.elamur.ai/free/en/papers/odijk-2026-sasta-self-assessment-efficient-human/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Jan Odijk, Jelte van Boheemen, Xander Vertegaal, et al.*2026*
16. **[Automatic Generation of Discharge Summaries Using Large Language Models: A Systematic Literature Review](https://md.research.elamur.ai/free/en/papers/pinar-2026-automatic-generation-discharge-summaries-large/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Lucas Molino-Piñar, Manuel Carlos Diaz Galiano, María-Teresa Martín-Valdivia*2026*
17. **[MOSAIC: A Multilingual, Taxonomy-Agnostic, and Computationally Efficient Approach for Radiological Report Classification in Low-Resource Settings](https://md.research.elamur.ai/free/en/papers/schiavone-2026-mosaic-multilingual-taxonomy-agnostic-computationally/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Alice Schiavone, Marco Fraccaro, Lea Marie Pehrson, et al.*2026*
18. **[Disagreement-Driven Joint Refinement of Retrieval and Decision Rules for Imbalanced Counseling Risk Classification](https://md.research.elamur.ai/free/en/papers/shao-2026-disagreement-driven-joint-refinement-retrieval/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Zhihao Shao, Ryo Sekizaki, Shengzhou Yi, et al.*2026*
19. **[MedNormJ: A Benchmark Dataset for Medical Concept Normalization in Japanese Clinical Documents](https://md.research.elamur.ai/free/en/papers/tashiro-2026-mednormj-benchmark-dataset-medical-concept/) [Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)**Yuki Tashiro, Seiji Shimizu, Tomohiro Nishiyama, et al.*2026*

## Top topics

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

[Evaluation & benchmarks (3)](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [Information retrieval & search (3)](https://md.research.elamur.ai/free/en/topics/information-retrieval/) · [Low-resource languages (2)](https://md.research.elamur.ai/free/en/topics/low-resource-languages/) · [Language models & pretraining (1)](https://md.research.elamur.ai/free/en/topics/language-models/) · [Information extraction (1)](https://md.research.elamur.ai/free/en/topics/information-extraction/) · [Sentiment & emotion (1)](https://md.research.elamur.ai/free/en/topics/sentiment-emotion/) · [Summarization (1)](https://md.research.elamur.ai/free/en/topics/summarization/) · [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/) · [Vision & language (1)](https://md.research.elamur.ai/free/en/topics/multimodal/) · [French (1)](https://md.research.elamur.ai/free/en/topics/french/)

## Fields

[Computer Science (18)](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Arts and Humanities (9)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Biochemistry, Genetics and Molecular Biology (9)](https://md.research.elamur.ai/free/en/shelves/biochemistry-genetics-and-molecular-biology/) · [Medicine (7)](https://md.research.elamur.ai/free/en/shelves/medicine/) · [Nursing (4)](https://md.research.elamur.ai/free/en/shelves/nursing/) · [Psychology (3)](https://md.research.elamur.ai/free/en/shelves/psychology/) · [Health Professions (3)](https://md.research.elamur.ai/free/en/shelves/health-professions/)

## Top authors

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

[🧑‍🔬**Asma Ben Abacha**1 work here · 9 citations](https://md.research.elamur.ai/free/en/authors/asma-ben-abacha/) · [🧑‍🔬**Ben Zhou**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/ben-zhou/) · [🧑‍🔬**Dipti Misra Sharma**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/dipti-misra-sharma/) · [🧑‍🔬**Dmitriy Dligach**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/dmitriy-dligach/) · [🧑‍🔬**Parameswari Krishnamurthy**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/parameswari-krishnamurthy/) · [🧑‍🔬**Zhao Li**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/zhao-li/) · [🧑‍🔬**Zizheng Zhang**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/zizheng-zhang/) · [🧑‍🔬**Ameen Abu Hanna**1 work here](https://md.research.elamur.ai/free/en/authors/ameen-abu-hanna/) · [🧑‍🔬**Aurelie Neveol**1 work here](https://md.research.elamur.ai/free/en/authors/aurelie-neveol/) · [🧑‍🔬**Desmond Elliott**1 work here](https://md.research.elamur.ai/free/en/authors/desmond-elliott/) · [🧑‍🔬**Eiji Aramaki**1 work here](https://md.research.elamur.ai/free/en/authors/eiji-aramaki/) · [🧑‍🔬**Iacer Calixto**1 work here](https://md.research.elamur.ai/free/en/authors/iacer-calixto/)

## Top institutions

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

[🎓**Sorbonne Université** Paris · France 2 works here](https://md.research.elamur.ai/free/en/universities/sorbonne-universite/) · [🎓**International Institute of Information Technology, Hyderabad** Hyderabad · India 2 works here](https://md.research.elamur.ai/free/en/universities/international-institute-of-information-technology-hyderabad/) · [🎓**National Research University Higher School of Economics** Moscow · Russia 1 work here](https://md.research.elamur.ai/free/en/universities/national-research-university-higher-school-of-economics/) · [🎓**University of Copenhagen** Copenhagen · Denmark 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-copenhagen/) · [🏢**Microsoft** Redmond · United States 1 work here](https://md.research.elamur.ai/free/en/companies/microsoft/) · [🔬**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/) · [🔬**Inserm** Paris · France 1 work here](https://md.research.elamur.ai/free/en/labs/inserm/) · [🎓**University of California, Los Angeles** Los Angeles · United States 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-california-los-angeles/) · [🎓**Universität Innsbruck** Innsbruck · Austria 1 work here](https://md.research.elamur.ai/free/en/universities/universitat-innsbruck/) · [🎓**Loyola University Chicago** Chicago · United States 1 work here](https://md.research.elamur.ai/free/en/universities/loyola-university-chicago/) · [🎓**Utrecht University** Utrecht · Netherlands 1 work here](https://md.research.elamur.ai/free/en/universities/utrecht-university/) · [🎓**Université de Versailles Saint-Quentin-en-Yvelines** Versailles · France 1 work here](https://md.research.elamur.ai/free/en/universities/universite-de-versailles-saint-quentin-en-yvelines/)

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

- [← previous Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2023](https://md.research.elamur.ai/free/en/venues/clinicalnlp/2023/)
- [↑ back to Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC](https://md.research.elamur.ai/free/en/venues/clinicalnlp/)