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