Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor 2026-05 ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) text conference publication clinicalnlp-2026-1 https://aclanthology.org/2026.clinicalnlp-1.0/ Overview of the MEDIQA-EVAL 2026 Shared Task on Evaluation Metrics in Medical Multimodal Question Answering Asma Ben Abacha author Wen-wai Yim author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication ben-abacha-yim-2026-overview 10.63317/3rkabnqpbd84 https://aclanthology.org/2026.clinicalnlp-1.1/ 2026-05 1 11 SUAT-BMI at MEDIQA-EVAL 2026: An Ensemble Approach to Language Models as Judges for Automatic Rating of Medical Responses Xinzhe Peng author Liyuan E author Kun Feng author Jielin Li author Yuxuan Tang author Zhao Li author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication peng-etal-2026-suat 10.63317/2kdt525sk8is https://aclanthology.org/2026.clinicalnlp-1.2/ 2026-05 12 18 Overview of the MEDIQA-SYNUR 2026 Shared Task on Observation Extraction from Nurse Dictations George Michalopoulos author Jean-Philippe Corbeil author Cari Bader author Nathan Bodenstab author Asma Ben Abacha author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication michalopoulos-etal-2026-overview 10.63317/3s6vwtvsw85q https://aclanthology.org/2026.clinicalnlp-1.3/ 2026-05 19 26 SemAnTICA Lab at MediQA-SYNUR 2026: Route, Extract and Verify – An LLM-gated Ensemble for Parsing Nurse Dictations Sy Hwang author Katherine S Pitcher author Sue Hyon Kim author Yoonjae Lee author Hayoung K Donelly author Harsh Bandhey author Andrew J King author Karen O’Connor author Ryan J Urbanowicz author Danielle L Mowery author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication hwang-etal-2026-semantica 10.63317/3cfpmqqpmdq5 https://aclanthology.org/2026.clinicalnlp-1.4/ 2026-05 27 37 L2D-Clinical: Learning to Defer for Adaptive Model Selection in Clinical Text Classification Rishik Kondadadi author John E Ortega author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication kondadadi-ortega-2026-l2d 10.63317/2jex98nw9bmz https://aclanthology.org/2026.clinicalnlp-1.5/ 2026-05 38 48 TRUMEDIQA: A Modular Trustworthy RAG Pipeline for Multilingual Medical Question Answering Meryem El Fatimi author Ayoub Nainia author Jihad Zahir author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication el-fatimi-etal-2026-trumediqa 10.63317/4emkg4hncbzi https://aclanthology.org/2026.clinicalnlp-1.6/ 2026-05 49 56 Evaluating the Retrieval Component in a Retrieval-Augmented Summarization System for Patient Records in French Marco Naguib author Christel Gérardin author Victor Beaucoté author Cyril Charron author Adrien Joseph author Aurélie Névéol author Xavier Tannier author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication naguib-etal-2026-evaluating 10.63317/4cy8xxinjw7z https://aclanthology.org/2026.clinicalnlp-1.7/ 2026-05 57 65 Retrieval-Augmented Generation Based Nurse Observation Extraction Kyomin Hwang author Nojun Kwak author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication hwang-kwak-2026-retrieval 10.63317/2hexmrrsvigr https://aclanthology.org/2026.clinicalnlp-1.8/ 2026-05 66 72 Automatic Generation of Discharge Summaries Using Large Language Models: A Systematic Literature Review Lucas Molino-Piñar author Manuel Carlos Diaz Galiano author María-Teresa Martín-Valdivia author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication molino-pinar-etal-2026-automatic 10.63317/5dnbkz4d44kz https://aclanthology.org/2026.clinicalnlp-1.9/ 2026-05 73 82 Smart_solutions at MEDIQA-SYNUR 2026: A Multi-Stage LLM Pipeline for Nursing Observation Extraction Prateek Munjal author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication munjal-2026-smart 10.63317/27y4nwpv3xyg https://aclanthology.org/2026.clinicalnlp-1.10/ 2026-05 83 91 GS-BrainText: A Multi-Site Brain Imaging Report Dataset from Generation Scotland for Clinical Natural Language Processing Development and Validation Beatrice Alex author Claire Grover author Arlene Casey author Richard Tobin author Heather Whalley author William Whiteley author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication alex-etal-2026-gs 10.63317/45m3apdidcpj https://aclanthology.org/2026.clinicalnlp-1.11/ 2026-05 92 102 SASTA Self Assessment: An efficient human-in-the-loop strategy for developmental and pathological language analysis Jan Odijk author Jelte van Boheemen author Xander Vertegaal author Tessel Boerma author Marijn Schraagen author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication odijk-etal-2026-sasta 10.63317/22ko26n2nfwv https://aclanthology.org/2026.clinicalnlp-1.12/ 2026-05 103 112 Differentially Private De-identification of Dutch Clinical Notes: A Comparative Evaluation Michele Miranda author Xinlan Yan author Nishant Mishra author Rachel Murphy author Ameen Abu Hanna author Sébastien Bratières author Iacer Calixto author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication miranda-etal-2026-differentially 10.63317/2xrg7fmndfhy https://aclanthology.org/2026.clinicalnlp-1.13/ 2026-05 113 124 SQUCS at MEDIQA-SYNUR 2026: A Multi-Agent Open Source LLM System for Nursing Observation Extraction Riham JeebAllah author Adhari AlZaabi author Abdulrahman Khalifa AAlAbdulsalam author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication jeeballah-etal-2026-squcs 10.63317/3cuv6m9wb5pm https://aclanthology.org/2026.clinicalnlp-1.14/ 2026-05 125 135 LTRC-IIIT at MEDIQA-SYNUR 2026: Benchmarking a Fully Local, Training-Free RAG Pipeline Aashwin Vaish author Dipti Misra Sharma author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication vaish-sharma-2026-ltrc 10.63317/3wbuccufqusz https://aclanthology.org/2026.clinicalnlp-1.15/ 2026-05 136 140 BDI at MEDIQA-EVAL 2026: A ReAct-Style Multimodal Agent for Fine-Grained Medical Response Assessment Justin Xu author Zizheng Zhang author Augustine Luk author Benjamin Khong author Haochen Cui author Samuel Hwang author Alyssa Pradhan author Kevin Yuan author David W Eyre author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication xu-etal-2026-bdi 10.63317/3xgwaboh563b https://aclanthology.org/2026.clinicalnlp-1.16/ 2026-05 141 152 MasonNLP at MEDIQA-SYNUR 2026: Retrieval-Augmented Large Language Models for Schema-Constrained Clinical Information Extraction A H M Rezaul Karim author Özlem Uzuner author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication karim-uzuner-2026-masonnlp 10.63317/2xwjn5f2urna https://aclanthology.org/2026.clinicalnlp-1.17/ 2026-05 153 162 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 author Maria Yuliana author Mikie Rachman author I Made Agus Setiawan author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication aryoyudanta-etal-2026-night 10.63317/328obtnwpmsw https://aclanthology.org/2026.clinicalnlp-1.18/ 2026-05 163 173 Extracting Medication Instructions from Dutch General Practice Electronic Health Records with Local Natural Language Processing Marya Dukmak author Constanza L Andaur Navarro author Artuur Leeuwenberg author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication dukmak-etal-2026-extracting 10.63317/3stt4uepqdnq https://aclanthology.org/2026.clinicalnlp-1.19/ 2026-05 174 182 Gladiator at MEDIQA-SYNUR 2026: Contextual Clinical Extraction: Integrating Foundation Models with Domain-Specific Validation Rules Siva Satyanarayana Raju Pusapati author Ankit Singh author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication pusapati-singh-2026-gladiator 10.63317/2tkvpwgzzcn2 https://aclanthology.org/2026.clinicalnlp-1.20/ 2026-05 183 191 MedAware at MEDIQA-EVAL 2026: Vision-Language Model Fine-Tuning with Logprob-Based Score Calibration for Medical Response Evaluation Ziqi Hao author Pengbo Liu author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication hao-liu-2026-medaware 10.63317/3pcaf428rnrm https://aclanthology.org/2026.clinicalnlp-1.21/ 2026-05 192 199 HSE NLP TEAM at MEDIQA-SYNUR 2026: Consensus Adjudication Ensemble (ACE): Balancing Precision and Recall for Schema-Bystander Clinical Extraction Airat A Valiev author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication valiev-2026-hse 10.63317/4vsjfsrfx246 https://aclanthology.org/2026.clinicalnlp-1.22/ 2026-05 200 211 Lakefront AI Ramblers at MEDIQA-SYNUR 2026: Hybrid Retrieval and LLM Verification for Open-Source Schema-Guided Clinical Information Extraction Michael T Saban author Arsalan Yaghoubi author Behnaz Eslami author Samie Tootooni author Dmitriy Dligach author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication saban-etal-2026-lakefront 10.63317/2jfca3zi8p4o https://aclanthology.org/2026.clinicalnlp-1.23/ 2026-05 212 221 JMedWiC: A Japanese Word-in-Context Dataset in the Medical Domain Koki Horiguchi author Seiji Sugiyama author Tomoyuki Kajiwara author Shoko Wakamiya author Eiji Aramaki author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication horiguchi-etal-2026-jmedwic 10.63317/2wqoixeze6fo https://aclanthology.org/2026.clinicalnlp-1.24/ 2026-05 222 227 LTRC-Medicom at MEDIQA-SYNUR 2026: Schema-Guided Clinical Information Extraction with Hybrid Clustering-SFT-Verification Pasumarthy Deepak author Sushvin Marimuthu author Parameswari Krishnamurthy author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication deepak-etal-2026-ltrc 10.63317/4oou5ss2efr6 https://aclanthology.org/2026.clinicalnlp-1.25/ 2026-05 228 234 SloCal-Net at MEDIQA-Eval 2026: Investigating the Impact of Reasoning and External Context on Medical Answer Grading Primoz Kocbek author Valentina Carbonari author Pierangelo Veltri author Pietro Hiram Guzzi author Gregor Stiglic author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication kocbek-etal-2026-slocal 10.63317/57g3cfef3xcd https://aclanthology.org/2026.clinicalnlp-1.26/ 2026-05 235 243 MIDAS_SYNUR at MEDIQA-SYNUR 2026: A Prompting Study for Clinical Observation Extraction from Nurse Dictation Transcriptions Swetha Krishna Sriram author Akshitaa Sahoo author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication sriram-sahoo-2026-midas 10.63317/4h7qk3596z83 https://aclanthology.org/2026.clinicalnlp-1.27/ 2026-05 244 250 AnotherOne at MEDIQA-SYNUR 2026: Detect, Extract, Normalize - Knowledge-Grounded LLM Pipeline for Clinical Observation Extraction Jerrin John Thomas author Parameswari Krishnamurthy author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication thomas-krishnamurthy-2026-anotherone 10.63317/5hdskbdu4usi https://aclanthology.org/2026.clinicalnlp-1.28/ 2026-05 251 256 hgkai26 at MEDIQA-EVAL 2026: Automated Evaluation of Visual Medical Question Answering Using LLM-as-a-Judge Haritha Gangavarapu author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication gangavarapu-2026-hgkai26 10.63317/4n9skmf9rive https://aclanthology.org/2026.clinicalnlp-1.29/ 2026-05 257 261 Role-Adapted Clinical Report Generation for Ultrasound Measurements in Low-Resource Settings Ayoub Nainia author Tanya Akumu author Noussair Lazrak author Karim Lekadir author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication nainia-etal-2026-role 10.63317/28pa52zsmb39 https://aclanthology.org/2026.clinicalnlp-1.30/ 2026-05 262 269 A Comparative Study of Approaches to Anonymization of Clinical Free Text in Spanish Florencia Luciana Brunello author Laura Alonso Alemany author Serena Villata author Milagro Teruel author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication brunello-etal-2026-comparative 10.63317/26nxpzmf4966 https://aclanthology.org/2026.clinicalnlp-1.31/ 2026-05 270 280 Disagreement-Driven Joint Refinement of Retrieval and Decision Rules for Imbalanced Counseling Risk Classification Zhihao Shao author Ryo Sekizaki author Shengzhou Yi author Toshihiko Yamasaki author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication shao-etal-2026-disagreement 10.63317/2f8zttankw7p https://aclanthology.org/2026.clinicalnlp-1.32/ 2026-05 281 289 Context-Aware SNOMED CT Entity Linking for Clinical Text Provia Kadusabe author Demian Gholipour Ghalandari author Lauren Cassidy author Jack Boylan author Chris Hokamp author Abhishek Kaushik author Fiona Lawless author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication kadusabe-etal-2026-context 10.63317/5am2vrdigksi https://aclanthology.org/2026.clinicalnlp-1.33/ 2026-05 290 299 Temporal Structure in Clinical Narratives in Portuguese: Insights from Cross-Document Annotation Ana Luisa Fernandes author Purificação Silvano author Luís Filipe Cunha author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication fernandes-etal-2026-temporal 10.63317/49rdto6y6uro https://aclanthology.org/2026.clinicalnlp-1.34/ 2026-05 300 312 MOSAIC: A Multilingual, Taxonomy-Agnostic, and Computationally Efficient Approach for Radiological Report Classification in Low-Resource Settings Alice Schiavone author Marco Fraccaro author Lea Marie Pehrson author Silvia Ingala author Rasmus Bonnevie author Michael Bachmann Nielsen author Vincent Beliveau author Melanie Ganz author Desmond Elliott author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication schiavone-etal-2026-mosaic 10.63317/3qvne99cm779 https://aclanthology.org/2026.clinicalnlp-1.35/ 2026-05 313 323 MedNormJ: A Benchmark Dataset for Medical Concept Normalization in Japanese Clinical Documents Yuki Tashiro author Seiji Shimizu author Tomohiro Nishiyama author Shoko Wakamiya author Eiji Aramaki author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication tashiro-etal-2026-mednormj 10.63317/3tc32wmofkbm https://aclanthology.org/2026.clinicalnlp-1.36/ 2026-05 324 335 Pediatric Sepsis Cohort Detection Using In-Context Pointwise V-Usable Information Yingya Li author Alon Geva author Steven Bethard author Timothy A Miller author Kate Madden author Matthew A Eisenberg author Daniel P Kelly author Guergana Savova author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication li-etal-2026-pediatric 10.63317/38bj4pwcnt3q https://aclanthology.org/2026.clinicalnlp-1.37/ 2026-05 336 349 RECAP: Transparent Inference-Time Emotion Alignment for Medical Dialogue Systems Adarsh Srinivasan author Jacob Dineen author Muhammad Uzair Sarfraz author Muhammad Umar Afzal author Irbaz Riaz author Ben Zhou author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication srinivasan-etal-2026-recap 10.63317/5epg4xxjjygt https://aclanthology.org/2026.clinicalnlp-1.38/ 2026-05 350 368 Disentangling Ambiguity from Instability in Large Language Models: A Clinical Text-to-SQL Case Study Angelo Ziletti author Leonardo D’Ambrosi author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication ziletti-dambrosi-2026-disentangling 10.63317/4qse3ioqyh8s https://aclanthology.org/2026.clinicalnlp-1.39/ 2026-05 369 380 An OMOP-Based Open-Source Text-to-SQL Benchmark Dataset Paul Legrand author Kawsar Noor author Satyam Bhagwanani author Richard J Dobson author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication legrand-etal-2026-omop 10.63317/3hfefjmhhymh https://aclanthology.org/2026.clinicalnlp-1.40/ 2026-05 381 393 Profiling Hallucinations in Frontier LLMs for Entity Linking to Medical Ontologies Logan Born author Nishant Kambhatla author Uliyana Kubasova author Maryam Siahbani author Andrei Vacariu author Timothy W O’Connell author Anoop Sarkar author 2026-05 text Proceedings of the 8th Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2026 Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor ELRA Language Resources Association (ELRA) Palma, Mallorca (Spain) conference publication born-etal-2026-profiling 10.63317/4zi4vcu7vz4v https://aclanthology.org/2026.clinicalnlp-1.41/ 2026-05 394 413