Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026
LREC 2026 Workshop
Overview of the MEDIQA-EVAL 2026 Shared Task on Evaluation Metrics in Medical Multimodal Question Answering
Asma Ben Abacha, Wen-wai Yim
SUAT-BMI at MEDIQA-EVAL 2026: An Ensemble Approach to Language Models as Judges for Automatic Rating of Medical Responses
Xinzhe Peng, Liyuan E, Kun Feng, Jielin Li, Yuxuan Tang, Zhao Li
Overview of the MEDIQA-SYNUR 2026 Shared Task on Observation Extraction from Nurse Dictations
George Michalopoulos, Jean-Philippe Corbeil, Cari Bader, Nathan Bodenstab, Asma Ben Abacha
SemAnTICA Lab at MediQA-SYNUR 2026: Route, Extract and Verify – An LLM-gated Ensemble for Parsing Nurse Dictations
Sy Hwang, Katherine S. Pitcher, Sue Hyon Kim, Yoonjae Lee, Hayoung K. Donelly, Harsh Bandhey, Andrew J. King, Karen O'Connor, Ryan J. Urbanowicz, Danielle L. Mowery
L2D-Clinical: Learning to Defer for Adaptive Model Selection in Clinical Text Classification
Rishik Kondadadi, John E. Ortega
TRUMEDIQA: A Modular Trustworthy RAG Pipeline for Multilingual Medical Question Answering
Meryem El Fatimi, Ayoub Nainia, Jihad Zahir
Evaluating the Retrieval Component in a Retrieval-Augmented Summarization System for Patient Records in French
Marco Naguib, Christel Gérardin, Victor Beaucoté, Cyril Charron, Adrien Joseph, Aurélie Névéol, Xavier Tannier
Retrieval-Augmented Generation Based Nurse Observation Extraction
Kyomin Hwang, Nojun Kwak
Automatic Generation of Discharge Summaries Using Large Language Models: A Systematic Literature Review
Lucas Molino-Piñar, Manuel Carlos Diaz Galiano, María-Teresa Martín-Valdivia
Smart_solutions at MEDIQA-SYNUR 2026: A Multi-Stage LLM Pipeline for Nursing Observation Extraction
Prateek Munjal
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, Richard Tobin, Heather Whalley, William Whiteley
SASTA Self Assessment: An efficient human-in-the-loop strategy for developmental and pathological language analysis
Jan Odijk, Jelte van Boheemen, Xander Vertegaal, Tessel Boerma, Marijn Schraagen
Differentially Private De-identification of Dutch Clinical Notes: A Comparative Evaluation
Michele Miranda, Xinlan Yan, Nishant Mishra, Rachel Murphy, Ameen Abu Hanna, Sébastien Bratières, Iacer Calixto
SQUCS at MEDIQA-SYNUR 2026: A Multi-Agent Open Source LLM System for Nursing Observation Extraction
Riham JeebAllah, Adhari AlZaabi, Abdulrahman Khalifa AAlAbdulsalam
LTRC-IIIT at MEDIQA-SYNUR 2026: Benchmarking a Fully Local, Training-Free RAG Pipeline
Aashwin Vaish, Dipti Misra Sharma
BDI at MEDIQA-EVAL 2026: A ReAct-Style Multimodal Agent for Fine-Grained Medical Response Assessment
Justin Xu, Zizheng Zhang, Augustine Luk, Benjamin Khong, Haochen Cui, Samuel Hwang, Alyssa Pradhan, Kevin Yuan, David W. Eyre
MasonNLP at MEDIQA-SYNUR 2026: Retrieval-Augmented Large Language Models for Schema-Constrained Clinical Information Extraction
A H M Rezaul Karim, Özlem Uzuner
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, I Made Agus Setiawan
Extracting Medication Instructions from Dutch General Practice Electronic Health Records with Local Natural Language Processing
Marya Dukmak, Constanza L. Andaur Navarro, Artuur Leeuwenberg
Gladiator at MEDIQA-SYNUR 2026: Contextual Clinical Extraction: Integrating Foundation Models with Domain-Specific Validation Rules
Siva Satyanarayana Raju Pusapati, Ankit Singh
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