Proceedings of the 7th Clinical Natural Language Processing Workshop

Proceedings of the 7th Clinical Natural Language Processing Workshop Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor 2025-10 Association for Computational Linguistics Virtual text conference publication clinicalnlp-2025-1 https://aclanthology.org/2025.clinicalnlp-1.0/ Overview of the 2025 Shared Task on Chemotherapy Treatment Timeline Extraction Jiarui Yao author Harry Hochheiser author WonJin Yoon author Eli T Goldner author Guergana K Savova author 2025-10 text Proceedings of the 7th Clinical Natural Language Processing Workshop Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor Association for Computational Linguistics Virtual conference publication yao-etal-2025-overview https://aclanthology.org/2025.clinicalnlp-1.1/ 2025-10 1 10 Overview of the MEDIQA-OE 2025 Shared Task on Medical Order Extraction from Doctor-Patient Consultations Jean-Philippe Corbeil author Asma Ben Abacha author Jerome Tremblay author Phillip Swazinna author Akila Jeeson Daniel author Miguel Del-Agua author Francois Beaulieu author 2025-10 text Proceedings of the 7th Clinical Natural Language Processing Workshop Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor Association for Computational Linguistics Virtual conference publication corbeil-etal-2025-overview https://aclanthology.org/2025.clinicalnlp-1.2/ 2025-10 11 16 Overview of the MEDIQA-WV 2025 Shared Task on Woundcare Visual Question Answering Wen-wai Yim author Asma Ben Abacha author Meliha Yetisgen author Fei Xia author 2025-10 text Proceedings of the 7th Clinical Natural Language Processing Workshop Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor Association for Computational Linguistics Virtual conference publication yim-etal-2025-overview https://aclanthology.org/2025.clinicalnlp-1.3/ 2025-10 17 21 Team NLP4Health at ChemoTimelines 2025: Finetuning Large Language Models for Temporal Relation Extractions from Clinical Notes Zhe Zhao author V.G.Vinod Vydiswaran author 2025-10 text Proceedings of the 7th Clinical Natural Language Processing Workshop Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor Association for Computational Linguistics Virtual conference publication zhao-vydiswaran-2025-team https://aclanthology.org/2025.clinicalnlp-1.4/ 2025-10 22 29 TEAM UAB at Chemotherapy Timelines 2025: Integrating Encoders and Large Language Models for Chemotherapy Timelines Generation Vijay Raj Jain author Chris Coffee author Kaiwen He author Remy Cron author Micah D Cochran author Luis Mansilla-Gonzalez author Akhil Nadimpalli author Danish Murad author John D Osborne author 2025-10 text Proceedings of the 7th Clinical Natural Language Processing Workshop Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor Association for Computational Linguistics Virtual conference publication jain-etal-2025-team https://aclanthology.org/2025.clinicalnlp-1.5/ 2025-10 30 39 UW-BioNLP at ChemoTimelines 2025: Thinking, Fine-Tuning, and Dictionary-Enhanced LLM Systems for Chemotherapy Timeline Extraction Tianmai M Zhang author Zhaoyi Sun author Sihang Zeng author Chenxi Li author Neil F Abernethy author Barbara D Lam author Fei Xia author Meliha Yetisgen author 2025-10 text Proceedings of the 7th Clinical Natural Language Processing Workshop Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor Association for Computational Linguistics Virtual conference publication zhang-etal-2025-uw https://aclanthology.org/2025.clinicalnlp-1.6/ 2025-10 40 56 MasonNLP at MEDIQA-OE 2025: Assessing Large Language Models for Structured Medical Order Extraction A H M Rezaul Karim author Ozlem Uzuner author 2025-10 text Proceedings of the 7th Clinical Natural Language Processing Workshop Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor Association for Computational Linguistics Virtual conference publication karim-uzuner-2025-masonnlp https://aclanthology.org/2025.clinicalnlp-1.7/ 2025-10 57 67 EXL Health AI Lab at MEDIQA-OE 2025: Evaluating Prompting Strategies with MedGemma for Medical Order Extraction Abhinand Balachandran author Bavana Durgapraveen author Gowsikkan Sikkan Sudhagar author Vidhya Varshany J S author Sriram Rajkumar author 2025-10 text Proceedings of the 7th Clinical Natural Language Processing Workshop Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor Association for Computational Linguistics Virtual conference publication balachandran-etal-2025-exl https://aclanthology.org/2025.clinicalnlp-1.8/ 2025-10 68 74 PNLP at MEDIQA-OE 2025: A Zero-Shot Prompting Strategy with Gemini for Medical Order Extraction Parth Mehta author 2025-10 text Proceedings of the 7th Clinical Natural Language Processing Workshop Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor Association for Computational Linguistics Virtual conference publication mehta-2025-pnlp https://aclanthology.org/2025.clinicalnlp-1.9/ 2025-10 75 83 MasonNLP at MEDIQA-WV 2025: Multimodal Retrieval-Augmented Generation with Large Language Models for Medical VQA A H M Rezaul Karim author Ozlem Uzuner author 2025-10 text Proceedings of the 7th Clinical Natural Language Processing Workshop Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor Association for Computational Linguistics Virtual conference publication karim-uzuner-2025-masonnlp-mediqa https://aclanthology.org/2025.clinicalnlp-1.10/ 2025-10 84 94 EXL Health AI Lab at MEDIQA-WV 2025: Mined Prompting and Metadata-Guided Generation for Wound Care Visual Question Answering Bavana Durgapraveen author Sornaraj Sivasankaran author Abhinand Balachandran author Sriram Rajkumar author 2025-10 text Proceedings of the 7th Clinical Natural Language Processing Workshop Asma Ben Abacha editor Steven Bethard editor Danielle Bitterman editor Tristan Naumann editor Kirk Roberts editor Association for Computational Linguistics Virtual conference publication durgapraveen-etal-2025-exl https://aclanthology.org/2025.clinicalnlp-1.11/ 2025-10 95 105