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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

 41papers in the proceedings 19works in our library 19citations of these 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 ↗Florencia Luciana Brunello, Laura Alonso Alemany, Serena Villata et al.
  2. An OMOP-Based Open-Source Text-to-SQL Benchmark Dataset ↗Paul Legrand, Kawsar Noor, Satyam Bhagwanani et al.
  3. AnotherOne at MEDIQA-SYNUR 2026: Detect, Extract, Normalize - Knowledge-Grounded LLM Pipeline for Clinical Observation ExtractionJerrin John Thomas, Parameswari Krishnamurthyour summary
  4. Automatic Generation of Discharge Summaries Using Large Language Models: A Systematic Literature ReviewLucas Molino-Piñar, Manuel Carlos Diaz Galiano, María-Teresa Martín-Valdiviaour summary
  5. BDI at MEDIQA-EVAL 2026: A ReAct-Style Multimodal Agent for Fine-Grained Medical Response AssessmentJustin Xu, Zizheng Zhang, Augustine Luk et al.our summary
  6. Context-Aware SNOMED CT Entity Linking for Clinical Text ↗Provia Kadusabe, Demian Gholipour Ghalandari, Lauren Cassidy et al.
  7. Differentially Private De-identification of Dutch Clinical Notes: A Comparative EvaluationMichele Miranda, Xinlan Yan, Nishant Mishra et al.our summary
  8. Disagreement-Driven Joint Refinement of Retrieval and Decision Rules for Imbalanced Counseling Risk ClassificationZhihao 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 ↗Angelo Ziletti, Leonardo D'Ambrosi
  10. Evaluating the Retrieval Component in a Retrieval-Augmented Summarization System for Patient Records in FrenchMarco 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 ↗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 ↗Beatrice Alex, Claire Grover, Arlene Casey et al.
  13. Gladiator at MEDIQA-SYNUR 2026: Contextual Clinical Extraction: Integrating Foundation Models with Domain-Specific Validation RulesSiva Satyanarayana Raju Pusapati, Ankit Singhour summary
  14. HSE NLP TEAM at MEDIQA-SYNUR 2026: Consensus Adjudication Ensemble (ACE): Balancing Precision and Recall for Schema-Bystander Clinical ExtractionAirat A. Valievour summary
  15. JMedWiC: A Japanese Word-in-Context Dataset in the Medical Domain ↗Koki Horiguchi, Seiji Sugiyama, Tomoyuki Kajiwara et al.
  16. L2D-Clinical: Learning to Defer for Adaptive Model Selection in Clinical Text Classification ↗Rishik Kondadadi, John E. Ortega
  17. LTRC-IIIT at MEDIQA-SYNUR 2026: Benchmarking a Fully Local, Training-Free RAG PipelineAashwin Vaish, Dipti Misra Sharmaour summary
  18. LTRC-Medicom at MEDIQA-SYNUR 2026: Schema-Guided Clinical Information Extraction with Hybrid Clustering-SFT-Verification ↗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 ExtractionMichael 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 TranscriptionsSwetha Krishna Sriram, Akshitaa Sahooour summary
  21. MOSAIC: A Multilingual, Taxonomy-Agnostic, and Computationally Efficient Approach for Radiological Report Classification in Low-Resource SettingsAlice 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 ↗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 ↗Ziqi Hao, Pengbo Liu
  24. MedNormJ: A Benchmark Dataset for Medical Concept Normalization in Japanese Clinical DocumentsYuki 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 ↗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 →

 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 DictationsWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECGeorge 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 ExtractionWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECPrateek Munjal2026 · 1 citation
  3. SUAT-BMI at MEDIQA-EVAL 2026: An Ensemble Approach to Language Models as Judges for Automatic Rating of Medical ResponsesWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECXinzhe 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 RulesWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECSiva Satyanarayana Raju Pusapati, Ankit Singh2026 · 1 citation
  5. Lakefront AI Ramblers at MEDIQA-SYNUR 2026: Hybrid Retrieval and LLM Verification for Open-Source Schema-Guided Clinical Information ExtractionWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECMichael T. Saban, Arsalan Yaghoubi, Behnaz Eslami, et al.2026 · 1 citation
  6. RECAP: Transparent Inference-Time Emotion Alignment for Medical Dialogue SystemsWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECAdarsh 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 TranscriptionsWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECSwetha Krishna Sriram, Akshitaa Sahoo2026 · 1 citation
  8. AnotherOne at MEDIQA-SYNUR 2026: Detect, Extract, Normalize - Knowledge-Grounded LLM Pipeline for Clinical Observation ExtractionWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECJerrin John Thomas, Parameswari Krishnamurthy2026 · 1 citation
  9. LTRC-IIIT at MEDIQA-SYNUR 2026: Benchmarking a Fully Local, Training-Free RAG PipelineWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECAashwin Vaish, Dipti Misra Sharma2026 · 1 citation
  10. HSE NLP TEAM at MEDIQA-SYNUR 2026: Consensus Adjudication Ensemble (ACE): Balancing Precision and Recall for Schema-Bystander Clinical ExtractionWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECAirat A. Valiev2026 · 1 citation
  11. BDI at MEDIQA-EVAL 2026: A ReAct-Style Multimodal Agent for Fine-Grained Medical Response AssessmentWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECJustin Xu, Zizheng Zhang, Augustine Luk, et al.2026 · 1 citation
  12. Differentially Private De-identification of Dutch Clinical Notes: A Comparative EvaluationWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECMichele Miranda, Xinlan Yan, Nishant Mishra, et al.2026
  13. Evaluating the Retrieval Component in a Retrieval-Augmented Summarization System for Patient Records in FrenchWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECMarco Naguib, Christel Gérardin, Victor Beaucoté, et al.2026
  14. Role-Adapted Clinical Report Generation for Ultrasound Measurements in Low-Resource SettingsWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECAyoub Nainia, Tanya Akumu, Noussair Lazrak, et al.2026
  15. SASTA Self Assessment: An efficient human-in-the-loop strategy for developmental and pathological language analysisWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECJan Odijk, Jelte van Boheemen, Xander Vertegaal, et al.2026
  16. Automatic Generation of Discharge Summaries Using Large Language Models: A Systematic Literature ReviewWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECLucas Molino-Piñar, Manuel Carlos Diaz Galiano, María-Teresa Martín-Valdivia2026
  17. MOSAIC: A Multilingual, Taxonomy-Agnostic, and Computationally Efficient Approach for Radiological Report Classification in Low-Resource SettingsWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECAlice Schiavone, Marco Fraccaro, Lea Marie Pehrson, et al.2026
  18. Disagreement-Driven Joint Refinement of Retrieval and Decision Rules for Imbalanced Counseling Risk ClassificationWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECZhihao Shao, Ryo Sekizaki, Shengzhou Yi, et al.2026
  19. MedNormJ: A Benchmark Dataset for Medical Concept Normalization in Japanese Clinical DocumentsWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECYuki 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)Information retrieval & search (3)Low-resource languages (2)Language models & pretraining (1)Information extraction (1)Sentiment & emotion (1)Summarization (1)Dialogue systems (1)Multilingual & cross-lingual NLP (1)Vision & language (1)French (1)

 Fields

Computer Science (18)Arts and Humanities (9)Biochemistry, Genetics and Molecular Biology (9)Medicine (7)Nursing (4)Psychology (3)Health Professions (3)

 Top authors

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

🧑‍🔬Asma Ben Abacha1 work here · 9 citations🧑‍🔬Ben Zhou1 work here · 1 citation🧑‍🔬Dipti Misra Sharma1 work here · 1 citation🧑‍🔬Dmitriy Dligach1 work here · 1 citation🧑‍🔬Parameswari Krishnamurthy1 work here · 1 citation🧑‍🔬Zhao Li1 work here · 1 citation🧑‍🔬Zizheng Zhang1 work here · 1 citation🧑‍🔬Ameen Abu Hanna1 work here🧑‍🔬Aurelie Neveol1 work here🧑‍🔬Desmond Elliott1 work here🧑‍🔬Eiji Aramaki1 work here🧑‍🔬Iacer Calixto1 work here

 Top institutions

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

🎓Sorbonne UniversitéParis · France2 works here🎓International Institute of Information Technology, HyderabadHyderabad · India2 works here🎓National Research University Higher School of EconomicsMoscow · Russia1 work here🎓University of CopenhagenCopenhagen · Denmark1 work here🏢MicrosoftRedmond · United States1 work here🔬Centre National de la Recherche ScientifiqueParis · France1 work here🔬InsermParis · France1 work here🎓University of California, Los AngelesLos Angeles · United States1 work here🎓Universität InnsbruckInnsbruck · Austria1 work here🎓Loyola University ChicagoChicago · United States1 work here🎓Utrecht UniversityUtrecht · Netherlands1 work here🎓Université de Versailles Saint-Quentin-en-YvelinesVersailles · France1 work here

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

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