BioNLP 2026: all accepted papers
- Towards a Radiologist Imitation Framework for 3D CT Diagnosis with Multimodal LLMsKaidi Zhang, Zhiyuan Yan, Gao Cheng et al.our summary
- TrackList: Tracing Back Query Linguistic Diversity for Head and Tail Medical Knowledge in Open Large Language Models ↗Ioana Buhnila, Aman Sinha, Mathieu Constant
- Trade-offs in Medical LLM Adaptation: An Empirical Study in French QA ↗Ikram Belmadani, Oumaima El Khettari, Carlos Ramisch et al.
- Training Biomedical Retrievers From Large-Scale Citation ContextsXing David Wang, Duy Le Thanh, Ulf Leserour summary
- Treating Decoder-Only LLMs as Encoders: A Simple and Effective Fine-tuning Approach for Named Entity RecognitionKen Yano, Hiroya Takamuraour summary
- Trustworthy NLP for Low-Resource Languages: Agent-Based Uncertainty Modeling for Hebrew Radiology Report StructuringHadas Ben Atya, Naama Gavrielov, Zvi Badash et al.our summary
- UNCC at MedGenVidQA 2026: Structured Temporal Grounding for Medical Video Question Answering ↗Hilmi Demirhan, Wlodek Zadrozny
- Uncertainty-Aware Multi-Label Routing of Clinical Text to Surveillance PathwaysAgathe Zecevic, Sebastian Zeki, Angus Robertsour summary
- Using Synthetic Records to Improve Automated Identification of Seizure Freedom in Clinical Text about People with Epilepsy ↗Stephen H. Barlow, Yujian Gan, Joe Davies et al.
- VERICITE: Evaluating Sentence-Level Citation Faithfulness in Retrieval-Augmented Medical Question AnsweringYixian Ma, Bohao Chu, Norbert Fuhrour summary
- VISHC at PsyDefDetect: Mitigating Data Scarcity in Psychological Defense Classification with Context-Aware Synthetic AugmentationHoang-Thuy-Duong Vu, Quoc-Cuong Pham, Huy-Hieu Phamour summary
- Varja-Dominators at MedGenVidQA 2026: Hybrid Video and Document Retrieval using PubMedBERT, T5 Query Expansion, and Cross-Encoder Re-Ranking ↗Pratik Dhaktode, Suhani Bighane, Anupama Phakatkar
- VaxScope: Document-Level Structured Evidence Extraction from Immunization Systematic Reviews ↗Bahar Ilgen, Ebenezer Awotoro, Georges Hattab
- VerbaNexAI at ClinicalSkillQA: From Visual Evidence to Procedural Order A Two-Stage Generative Vision-Language Framework for ClinSkillQAAndrea Menco Tovar, Jairo E. Serrano, Edwin Puertas et al.our summary
- What Do Biomedical NER and Entity Linking Benchmarks Measure? A Corpus-Centric Diagnostic Framework ↗Robert Leaman, Rezarta Islamaj, Zhiyong Lu
- When Does Retrieval Beat Direct LLM Diagnosis in Rare Disease? An Empirical Study of Ontology Coverage ↗Mohamed Elmofty, Ulf Leser
- When Evidence Conflicts: Uncertainty and Order Effects in Retrieval-Augmented Biomedical Question Answering ↗Yikun Han, Mengfei Lan, Halil Kilicoglu
- When Retrieval Doesn't Help: A Large-Scale Study of Biomedical RAGErfan Nourbakhsh, Rocky Slavin, Ke Yang et al.our summary
- Zero-Shot, Fine-Tuned, and Retrieval-Augmented Extraction of Clinical Decisions with Corpus Boundary Diagnostics ↗Mohammed Alliheedi, Robert Mercer, Anemily Machina et al.
- transformer_1376 at PsyDefDetect: A QLoRA-Based Generative Framework for Context-Aware Psychological Defense Mechanism DetectionPritha Saha, Shuvodwip Saha, Anik Mahmud Shantoour summary
- zzucs at PsyDefDetect: Bridging Long-Tail Imbalance and Clinical Rubrics for DMRS Defense-Level Detection ↗Bin Huang, Liuyuan Su, Kaixuan Yuan et al.
- zzunlp at ClinicalSkillQA: Perceive-and-Plan with Decomposed In-Context Learning and Saliency-Guided Perception for Clinical Skill Keyframe Reordering ↗Bin Huang, Yi Luo, Zhontian Hua et al.
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