---
title: "BioNLP 2026 — all accepted papers — the most cited first"
description: "All 124 papers of BioNLP 2026 · page 1 of 2, the most cited first; those with our summary link to it."
canonical: "https://research.elamur.ai/free/en/venues/bionlp/2026/papers/"
---
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# BioNLP 2026: all accepted papers

124 papers · page 1 of 2 · the most cited first · [← BioNLP 2026](https://md.research.elamur.ai/free/en/venues/bionlp/2026/)

**1** [2](https://md.research.elamur.ai/free/en/venues/bionlp/2026/papers/page/2/) [next →](https://md.research.elamur.ai/free/en/venues/bionlp/2026/papers/page/2/)

1. **[Operation-Mechanism Alignment for Reliable Clinical Reasoning over Electronic Health Records](https://md.research.elamur.ai/free/en/papers/tao-2026-operation-mechanism-alignment-reliable-clinical/)**Guanyu Tao, Siyao Wang, Yong Xue et al.*1 citation · our summary*
2. **[PromptRad: Knowledge-Enhanced Multi-Label Prompt-Tuning for Low-Resource Radiology Report Labeling ↗](https://aclanthology.org/2026.bionlp-1.20/)**Ying-Jia Lin, Tzu-Chin Lo, Ping-Chien Li et al.*1 citation*
3. **[A Comparative Analysis of In-Context Learning and Fine-Tuning for Biomedical Information Retrieval and Sentence Extraction Using Research Domain Criteria ↗](https://aclanthology.org/2026.bionlp-1.51/)**Athlene Jones, Khanh Lieu, Indika Kahanda
4. **[A Deterministic Multi-Stage Retrieval Pipeline for Longitudinal EHR Question Answering ↗](https://aclanthology.org/2026.bionlp-1.53/)**Shubham Agarwal, Thomas Searle, Richard Dobson et al.
5. **[A Multi-Agent Open-Source LLM for Structured Cancer Registry Information Extraction from Pathology and Medical Reports ↗](https://aclanthology.org/2026.bionlp-1.43/)**Abdulrahman Aal Abdulsalam, Adhari Al Zaabi, Riham Jeeballah et al.
6. **[A Multi-View Framework for Cross-Domain Nutrition Misinformation Detection in Social Media](https://md.research.elamur.ai/free/en/papers/shah-2026-multi-view-framework-cross-domain/)**Vishwaa Shah, Indika Kahanda, Andrea Arikawa et al.*our summary*
7. **[AAbAAC: An Annotated Corpus for Autoimmunity Information Extraction](https://md.research.elamur.ai/free/en/papers/maury-2026-aabaac-annotated-corpus-autoimmunity-information/)**Fabien Maury, Solène Grosdidier, Maud de Dieuleveult et al.*our summary*
8. **[Agentic AI Architectures for SOAP Note Generation ↗](https://aclanthology.org/2026.bionlp-1.61/)**Keno Hanken
9. **[Agentic Feature Selection via LLM for Epileptic Seizure Detection ↗](https://aclanthology.org/2026.bionlp-1.6/)**Aizierjiang Aiersilan, Xiaodong Qu
10. **[AlienAnnotators at PsyDefDetect: What Lies Between the Lines: Probing Lightweight Open-Source LLMs for Psychological Defense Mechanism Detection ↗](https://aclanthology.org/2026.bionlp-2.28/)**Siam Rahman Karip, Nahid Hossain
11. **[Analyzing Prompt Design Choices in Biomedical Information Extraction for Low-Resource Languages ↗](https://aclanthology.org/2026.bionlp-1.4/)**Ayesha Khatun, Kadir Bulut Ozler, Steven Bethard et al.
12. **[Beyond Knowledge Graphs: PubMedBERT Embeddings as a Competitive Standalone Modality for Drug Re-purposing ↗](https://aclanthology.org/2026.bionlp-1.13/)**Rishik Kondadadi, John E. Ortega
13. **[BioConflict: A Benchmark for Evaluating Large Language Models in Biomedical Contradiction Detection and Consensus Synthesis ↗](https://aclanthology.org/2026.bionlp-1.44/)**Ashwin Kirubakaran, Henry Gagnier
14. **[BioCoref: Benchmarking Biomedical Coreference Resolution with LLMs ↗](https://aclanthology.org/2026.bionlp-1.42/)**Nourah Salem, Elizabeth White, Michael Bada et al.
15. **[BioRAG: A Systematic Ablation Study of Retrieval Strategies for Biomedical Question Answering ↗](https://aclanthology.org/2026.bionlp-1.10/)**Krushil Bhojani, Mayank Waghmare, Hima Bindu Nandyala
16. **[BioTopicXplor: A Web Tool for Interactive Exploration of PubMed Literature through Reproducible Topics.](https://md.research.elamur.ai/free/en/papers/yeganova-2026-biotopicxplor-web-tool-interactive-exploration/)**Lana Yeganova, Donald Comeau, Won Kim et al.*our summary*
17. **[Bridging the Version Gap: Multi-version Training Improves ICD Code Prediction, Especially for Rare Codes ↗](https://aclanthology.org/2026.bionlp-1.29/)**Jinghui Liu, Anthony Nguyen
18. **[CAP: A Source-Grounded Proposition Scaffold for Faithful Clinical Dialogue-to-Note Generation ↗](https://aclanthology.org/2026.bionlp-1.46/)**Hyunkyung Lee, Jisoo Jung, Jeonguk Lee et al.
19. **[CASPAR: A Context-Aware Span Refinement Approach for Decision Support](https://md.research.elamur.ai/free/en/papers/tao-2026-caspar-context-aware-span-refinement/)**Jing Tao, Amir Eskandari, Farhana Zulkernine*our summary*
20. **[CENT: Context Engineering Framework for Normalization of Clinical Trial Procedures](https://md.research.elamur.ai/free/en/papers/taneja-2026-cent-context-engineering-framework-normalization/)**Sanya Taneja, Ziqing Ji, Hans Verstraete et al.*our summary*
21. **[CS_Metro at PsyDefDetect: Detecting Psychological Defense Mechanisms in Mental Health Dialogues with Summarization-Enhanced Transformer Ensembles](https://md.research.elamur.ai/free/en/papers/rebayet-2026-cs-metro-psydefdetect-detecting-psychological/)**Oarisa Rebayet, Radiul Walee, Symom Hossain Shohan et al.*our summary*
22. **[CUAMC @ MedExACT 2026: Robust Ensemble Voting for Fair Medical Decision Extraction ↗](https://aclanthology.org/2026.bionlp-2.24/)**William Baumgartner, Lisa Schilling
23. **[Can NLP Models Detect When One Publication Outweighs Twenty? Predicting Systematic Review Conclusion Changes ↗](https://aclanthology.org/2026.bionlp-1.68/)**Ebrahim Alharbi, Mark Stevenson
24. **[Citation-Aware Continual Pre-Training for Biomedical Language Models ↗](https://aclanthology.org/2026.bionlp-1.32/)**Masaki Asada, Tomoki Tsujimura, Tatsuya Ishigaki et al.
25. **[Clinical Evidence and Patient Reviews: A Linked Dataset for Antidepressant Side Effects ↗](https://aclanthology.org/2026.bionlp-1.52/)**Steven Au
26. **[CoreELM: An Open-Source Framework for Aligning Large Language Models to Embedding Spaces](https://md.research.elamur.ai/free/en/papers/ondov-2026-coreelm-open-source-framework-aligning/)**Brian Ondov, Chia-Hsuan Chang, Yujia Zhou et al.*our summary*
27. **[CrossDDI: Cross-Source Evidence-Grounded Drug-Drug Interaction Verification](https://md.research.elamur.ai/free/en/papers/wang-2026-crossddi-cross-source-evidence-grounded/)**Hui Wang, Bohao Chu, Norbert Fuhr*our summary*
28. **[DAL Team at PsyDefDetect: From Supervised Encoders to Hierarchical LLM-RAG for Psychological Defense Detection](https://md.research.elamur.ai/free/en/papers/tran-2026-dal-team-psydefdetect-supervised-encoders/)**Duc-Luong Tran, Phuong-Anh Chu, Hoang-Dat Do et al.*our summary*
29. **[DLNLP at ClinicalSkillQA: EvidenceFlow for Structured Zero-Shot Clinical Keyframe Ordering ↗](https://aclanthology.org/2026.bionlp-2.5/)**Kexin Li, Zhekun Wang, Yiran Wang et al.
30. **[Developing Literature Annotation Guidelines for Representing Normal Physiology in Biolink-Compatible Knowledge Graphs ↗](https://aclanthology.org/2026.bionlp-1.59/)**Madeline Bittner, Willie Rogers, Dina Demner-Fushman et al.
31. **[Diagnosable ColBERT: Debugging Late-Interaction Retrieval Models Using a Learned Latent Space as Reference](https://md.research.elamur.ai/free/en/papers/remy-2026-diagnosable-colbert-debugging-late-interaction/)**François Remy*our summary*
32. **[Diagnosing Lower Extremity Arteriovenous Diseases Using Agentic LLMs ↗](https://aclanthology.org/2026.bionlp-1.21/)**Zicen Liao, Yunhao Sun, Matthew Purver
33. **[Discharge Instructions are not One Task: Grounding Differences Between Surgical and Non-Surgical Admissions ↗](https://aclanthology.org/2026.bionlp-1.34/)**Mayank Jobanputra, Justin Xu, Samarth Oza et al.
34. **[Diverse Transformer Ensemble with Majority Voting for Medical Decision Extraction at MedExACT 2026 ↗](https://aclanthology.org/2026.bionlp-2.13/)**Rishik Kondadadi
35. **[Divide-Prompt-Refine: a Training-Free, Structure-Aware Framework for Biomedical Abstract Generation ↗](https://aclanthology.org/2026.bionlp-1.64/)**Sylvey Lin, Joseph Menke, Shufan Ming et al.
36. **[Do Syntactic Features Help Biomedical Relation Extraction? An Empirical Study of Verb Token and Dependency Graph Augmentation](https://md.research.elamur.ai/free/en/papers/sikder-2026-do-syntactic-features-help-biomedical/)**Mustafa Sikder, Ernest Kwegyir-Afful*our summary*
37. **[ELiRF-UPV@MedExACT 2026: Dynamic Section Conditioning for Medical Decision Span Detection in Discharge Summaries ↗](https://aclanthology.org/2026.bionlp-2.11/)**Vicent Ahuir, Lluís Hurtado, María Castro-Bleda
38. **[Effects of Adaptive Pretraining in Specialized Domains for Named Entity Recognition](https://md.research.elamur.ai/free/en/papers/lynam-2026-effects-adaptive-pretraining-specialized-domains/)**Jack Lynam, Sam Henry*our summary*
39. **[EmCellLLM: Human Peri-Implantation Embryonic Cell Annotation Based on Large Language Models ↗](https://aclanthology.org/2026.bionlp-1.30/)**Xiaorui Guo, Zhiwei Liu, Qianqian Xie et al.
40. **[Eraserhead at PsyDefDetect: Prompt Design and Class Rebalancing for Psychological Defense Mechanism Detection ↗](https://aclanthology.org/2026.bionlp-2.8/)**Muhammad Abu Horaira, Mehreen Rahman, Nahian Chowdhury
41. **[Evaluating LLM-as-a-Judge for Medical Term Simplification ↗](https://aclanthology.org/2026.bionlp-1.55/)**Ioana Buhnila, Aman Sinha, Rohit Agarwal et al.
42. **[Evaluation of Multilingual Text Simplification for the Mental Health Domain: Exploring Small Language Models](https://md.research.elamur.ai/free/en/papers/pelloni-2026-evaluation-multilingual-text-simplification-mental/)**Olga Pelloni, Sandra Just, Lars Bongo*our summary*
43. **[Expert-Guided Schema-Based Structured Extraction from CONSORT Diagrams Using Vision-Language Models](https://md.research.elamur.ai/free/en/papers/stachura-2026-expert-guided-schema-based-structured/)**Damian Stachura, Bartosz Przechera, Monika Opałek et al.*our summary*
44. **[Explainators at PsyDefDetect: Hierarchical Prompting and Representation-Based Classification for Psychological Defenses ↗](https://aclanthology.org/2026.bionlp-2.16/)**Liudmila Babakova, Christopher Luongo-Vazquez, Ilia Stepin
45. **[Exploring Novel Drug Research Area using Large Language Models Based on Research Trends in Biomedical Literature ↗](https://aclanthology.org/2026.bionlp-1.81/)**Afnan Afnan, Michael Van Supranes, Tomohiro Nishiyama et al.
46. **[FACT: Functional Group Alignment and Consistency in Token Space for Structure-aware Molecular Representation Learning](https://md.research.elamur.ai/free/en/papers/nam-2026-fact-functional-group-alignment-consistency/)**Hyeonyeong Nam, Woojae Choi, Deok-Joong Lee et al.*our summary*
47. **[FBK-NLP at ClinSkill QA 2026: Improving Temporal Reasoning via Keypoint-Augmented Inputs ↗](https://aclanthology.org/2026.bionlp-2.14/)**Pedro Gabriel Campana, Alberto Lavelli, Bernardo Magnini
48. **[FHexchange: Resources for Family Health History Extraction and Normalization From Consumer Dialog Sources](https://md.research.elamur.ai/free/en/papers/nguyen-2026-fhexchange-resources-family-health-history/)**Michelle Nguyen, Nidhi Soley, Ayah Zirikly et al.*our summary*
49. **[Fast, Accurate, and Local Conversion of MIMIC-IV to OMOP with DBT](https://md.research.elamur.ai/free/en/papers/sutton-2026-fast-accurate-local-conversion-mimic/)**Adam Sutton, Niko Moller-Grell, Thomas Searle et al.*our summary*
50. **[Forgotten Words: Benchmarking NeoBERT for Dementia Detection in Low-Resource Conversational Filipino and English Speech ↗](https://aclanthology.org/2026.bionlp-1.83/)**Rez Samantha Floresca, Edric Castel Hao, Hannah Grachiella Buñales et al.
51. **[From Rules to Predictions: Federated Tabular Learning with LLM Reasoning](https://md.research.elamur.ai/free/en/papers/mahanipour-2026-rules-predictions-federated-tabular-learning/)**Afsaneh Mahanipour, Hana Khamfroush*our summary*
52. **[GRAFT: Gated Retrieval-Augmented Fine-Tuning for Relation Extraction ↗](https://aclanthology.org/2026.bionlp-1.74/)**Yuhang Jiang, Ramakanth Kavuluru
53. **[Gold Label Errors in the SciFact Benchmark: An LLM-Assisted Annotation Audit](https://md.research.elamur.ai/free/en/papers/sylvestre-2026-gold-label-errors-scifact-benchmark/)**Julien Sylvestre*our summary*
54. **[Hierarchy-Aware Hyperbolic and Semantic Reranking for Ontology-Based Phenotype Linking ↗](https://aclanthology.org/2026.bionlp-1.5/)**Thomas Labbe, Moussa Baddour, Axel Bonesteve et al.
55. **[IndicMedDialog: A Parallel Multi-Turn Medical Dialogue Dataset for Accessible Healthcare in Indic Languages](https://md.research.elamur.ai/free/en/papers/nigam-2026-indicmeddialog-parallel-multi-turn-medical/)**Shubham Kumar Nigam, Suparnojit Sarkar, Piyush Patel*our summary*
56. **[Interpretable ICD Code Classification with Faithful Sentence Extraction](https://md.research.elamur.ai/free/en/papers/wang-2026-interpretable-icd-code-classification-faithful/)**Yichen Wang, Lian Hong, Masato Mizogaki et al.*our summary*
57. **[Investigating Stigmatizing Language in Clinical Documentation with Open-Source Large Language Models ↗](https://aclanthology.org/2026.bionlp-1.39/)**Rajashree Dahal, Pardis Hossein Pour, Pranathi Kamisetty et al.
58. **[KALIMBA: Knowledge-Assisted Literature Mining for Biological Interaction Analysis ↗](https://aclanthology.org/2026.bionlp-1.71/)**Niloofar Arazkhani, Maciej Kotecki, Brent Cochran et al.
59. **[KCL-Cogstack at PsyDefDetect: A Hierarchical Approach to Detecting Defense Mechanisms in Supportive Dialogue ↗](https://aclanthology.org/2026.bionlp-2.22/)**Shubham Agarwal, Thomas Searle, Richard Dobson
60. **[KGRxn-LLM: Knowledge Graph Enhanced Large Language Models for Molecular Reaction Reasoning](https://md.research.elamur.ai/free/en/papers/liu-2026-kgrxn-llm-knowledge-graph-enhanced/)**Weichen Liu, Qiyao Xue, Yuyang Wu et al.*our summary*
61. **[LAMAR at MedExACT 2026: Agreement-Driven Large Language Model Ensembles for Clinical Decision Extraction from Discharge Summaries ↗](https://aclanthology.org/2026.bionlp-2.25/)**Monrada Chiewhawan, Keetawan Limaroon, Titipat Achakulvisut
62. **[LAMAR-2 at MedGenVidQA 2026: Visual Answer Localization in Medical Videos via Multimodal LLM and Context-Augmented Prompting](https://md.research.elamur.ai/free/en/papers/sermsrisuwan-2026-lamar-2-medgenvidqa-2026-visual/)**Watcharitpol Sermsrisuwan, Nopporn Lekuthai, Seksan Yoadsanit et al.*our summary*
63. **[Learning to Combine AI Annotations for Improved Biomedical Relevance Labeling ↗](https://aclanthology.org/2026.bionlp-1.40/)**Won Gyu Kim, Lana Yeganova, Shubo Tian et al.
64. **[LinguIUTics at PsyDefDetect: Iterative Imbalance-Aware Fine-tuning of Qwen3-8B for Psychological Defense Mechanism Classification ↗](https://aclanthology.org/2026.bionlp-2.18/)**Shefayat E Shams Adib, Ahmed Alfey Sani, Md Hasibur Rahman Alif et al.
65. **[MAX-EVAL-11: A Large Scale Benchmark for Evaluating Large Language Models on Full-Spectrum ICD-11 Medical Coding](https://md.research.elamur.ai/free/en/papers/singh-2026-max-eval-11-large-scale/)**Ujjwal Singh, Sarthak Deshwal, Nitish Dube et al.*our summary*
66. **[MeSHClass-ES and AnatEM-ES: Open Resources for Spanish Biomedical NLP](https://md.research.elamur.ai/free/en/papers/novoa-2026-meshclass-es-anatem-es-open/)**Santiago Martinez Novoa, Lina Gomez Mesa, Juan Prieto et al.*our summary*
67. **[MedBench: Deliberative Evaluation of Medical Language Models ↗](https://aclanthology.org/2026.bionlp-1.79/)**Pratik Jalan, Mukul Joshi, Akhilesh Magotra et al.
68. **[MedCAT v2: a modular, extensible architecture for clinical named entity recognition and linking under real-world privacy and compute constraints](https://md.research.elamur.ai/free/en/papers/ratas-2026-medcat-v2-modular-extensible-architecture/)**Mart Ratas, Thomas Searle, Adam Sutton et al.*our summary*
69. **[Medical Context Variation: A source of impairment for Event classification](https://md.research.elamur.ai/free/en/papers/sinha-2026-medical-context-variation-source-impairment/)**Aman Sinha, Marianne Clausel, Mathieu Constant et al.*our summary*
70. **[NJUST-KMG at MedGenVidQA 2026: Cascade Multi-modal Alignment with Gaussian Soft Priors for Medical Visual Answer Localization ↗](https://aclanthology.org/2026.bionlp-2.30/)**Jinglong Li, Yang Yang
71. **[NM at CRF Filling 2026: A Two-Stage LLM Pipeline for Clinical CRF Population](https://md.research.elamur.ai/free/en/papers/morabito-2026-nm-crf-filling-2026-two/)**Niccolò Morabito*our summary*
72. **[Neural Nexus at PsyDefDetect: Fine-Tuning RoBERTa with Focal Loss and Role-Tagged Dialogue History for Defense Level Detection ↗](https://aclanthology.org/2026.bionlp-2.10/)**Subhrajyoti Basu
73. **[Nürnberg NLP at PsyDefDetect: Multi-Axis Voter Ensembles for Psychological Defence Mechanism Classification](https://md.research.elamur.ai/free/en/papers/steigerwald-2026-nurnberg-nlp-psydefdetect-multi-axis/)**Philipp Steigerwald, Eric Rudolph, Jens Albrecht*our summary*
74. **[Ontological Validation of Biomedical Topic Models: SNOMED CT Hierarchy Distance as an Automated Evaluation Metric ↗](https://aclanthology.org/2026.bionlp-1.27/)**Ilan Rubinfeld, Sami Zaidi, Milosh Djuric et al.
75. **[Otter at MedExAct2026: Diverse Encoder Ensemble for Medical Decision Span Detection](https://md.research.elamur.ai/free/en/papers/lowphansirikul-2026-otter-medexact2026-diverse-encoder-ensemble/)**Lalita Lowphansirikul, Piyalitt Ittichaiwong*our summary*
76. **[Overview of the ClinicalSkillQA 2026 Shared Task on Continuous Perception and Procedural Reasoning in Clinical Skill Assessment ↗](https://aclanthology.org/2026.bionlp-1.89/)**Xiyang Huang, Renxiong Wei, Yihuai Xu et al.
77. **[Overview of the MedGenVidQA 2026 Shared Task on Medical Generative Video Question Answering ↗](https://aclanthology.org/2026.bionlp-1.88/)**Deepak Gupta, Collin Campbell, Pedram Golnari et al.
78. **[Overview of the Medical Decision Extraction, Analysis, and Classification Task (MedExACT) of BioNLP 2026 ↗](https://aclanthology.org/2026.bionlp-1.63/)**Mohamed Elgaar, Jiali Cheng, Nidhi Vakil et al.
79. **[Overview of the PsyDefDetect Shared Task at BioNLP 2026: Detecting Levels of Psychological Defense Mechanisms in Supportive Conversations](https://md.research.elamur.ai/free/en/papers/na-2026-overview-psydefdetect-shared-task-bionlp/)**Hongbin Na, Zimu Wang, Zhaoming Chen et al.*our summary*
80. **[PerceptionLab at PsyDefDetect: Overcoming Extreme Response Bias in LLMs via Rubric-Grounded Retrieval and Supervised Clinical Reasoning Distillation for Fine-Grained Ordinal Classification ↗](https://aclanthology.org/2026.bionlp-2.17/)**Tamjid Hasan Fahim, Syed Asif Johan, Saad Bin Maksud
81. **[Post Hoc Agentic Refinement for Improving Precision in Multilingual Clinical Text De-identification](https://md.research.elamur.ai/free/en/papers/xu-2026-post-hoc-agentic-refinement-improving/)**Justin Xu, Alistair Johnson, Thomas Lin et al.*our summary*
82. **[Pride-Boiler at MedGenVidQA 2026: LLM-Augmented BM25 Retrieval with Corrective Self-Verification for Biomedical Evidence Retrieval ↗](https://aclanthology.org/2026.bionlp-2.33/)**Basil Ebinesar, Keyuan Jiang, Charansai Maddineni et al.
83. **[PrionNER: A Named Entity Recognition Dataset for Prion Disease Biomedical Literature ↗](https://aclanthology.org/2026.bionlp-1.35/)**An Dao, Nhan Ly, Thao Tran et al.
84. **[Probing and Steering Uncertainty in Biomedical Language Models: Representational Structure and Behavioral Limits](https://md.research.elamur.ai/free/en/papers/pal-2026-probing-steering-uncertainty-biomedical-language/)**Debmalya Pal*our summary*
85. **[Randomized Controlled Trials as the Gold-Standard for Evaluating LLMs: A Primer for Biomedical NLP Researchers ↗](https://aclanthology.org/2026.bionlp-1.31/)**Vicente Ivan Sanchez Carmona, Shanshan Jiang, Bin Dong
86. **[Reading Between the Lines: Toward Translating Verbose Patient-authored Messages into Clinician-Formulated Questions](https://md.research.elamur.ai/free/en/papers/soni-2026-reading-between-lines-translating-verbose/)**Sarvesh Soni, Madeline Bittner, Dina Demner-Fushman*our summary*
87. **[Relations of Linguistic Features and Medical Text Preferences are Nontrivial ↗](https://aclanthology.org/2026.bionlp-1.87/)**Davis Bartels, Brandon Colelough, Dina Demner-Fushman
88. **[Reliable Automated Triage in Spanish Clinical Notes: A Hybrid Framework for Risk-Aware HIV Suspicion Identification](https://md.research.elamur.ai/free/en/papers/sanchez-2026-reliable-automated-triage-spanish-clinical/)**Rodrigo Morales-Sánchez, Soto Montalvo, Raquel Martínez*our summary*
89. **[SCoPE: Planning for Hybrid Querying over Clinical Trial Data ↗](https://aclanthology.org/2026.bionlp-1.76/)**Suparno Chowdhury, Manan Choudhury, Tejas Anvekar et al.
90. **[Seahawk at MedGenVidQA 2026: LLM Segment-Range Selection for Medical Visual Answer Localization](https://md.research.elamur.ai/free/en/papers/tian-2026-seahawk-medgenvidqa-2026-llm-segment/)**Xiaotian Tian, Gulustan Dogan*our summary*
91. **[Segmentation Matters: Exploring LLM-Based Strategies for Temporal Clinical Event Identification in Oncology Reports ↗](https://aclanthology.org/2026.bionlp-1.47/)**Cristiano Bellucci, Francesco Madeddu, Chiara Iacomini et al.
92. **[Small LLMs for Biomedical Claim Verification: Cost-Effective Fine-Tuning, Structural Dataset Shortcuts, and Cross-Domain Generalization ↗](https://aclanthology.org/2026.bionlp-1.57/)**Gaurav Kumar
93. **[Sparse Category Routing and Fairness-Aware Optimization for Medical Decision Extraction ↗](https://aclanthology.org/2026.bionlp-2.27/)**Ahmed Elshehaby, Mohamed Abdalla, Youssef Mohamed
94. **[Systematic Evaluation of the Quality of Synthetic Clinical Notes Rephrased by LLMs at Million-Note Scale](https://md.research.elamur.ai/free/en/papers/liu-2026-systematic-evaluation-quality-synthetic-clinical/)**Jinghui Liu, Sarvesh Soni, Anthony Nguyen*our summary*
95. **[TONI-NLP at PsyDefDetect: Defense Mechanism Detection via LLM-based Ensemble Methods](https://md.research.elamur.ai/free/en/papers/paul-2026-toni-nlp-psydefdetect-defense-mechanism/)**Durjoy Paul, Arshitha Basavaraj, Callum Chan et al.*our summary*
96. **[Team Aurum at MedExACT 2026@ACL: Data Augmentation and Clinical Longformer Fine-Tuning for Medical Decision Extraction ↗](https://aclanthology.org/2026.bionlp-2.29/)**Jyoti Kumari, Vinay Ulli, Anindita Mondal
97. **[The Divergence Hypothesis: Unmasking Lexical Interference and Label Bias in Mental Health NLP ↗](https://aclanthology.org/2026.bionlp-1.1/)**Moustafa Yehia Hassan
98. **[Tokenization Granularity and Medical Term Representations in Language Models ↗](https://aclanthology.org/2026.bionlp-1.45/)**Vojtech Lanz, Pavel Pecina
99. **[Towards Grounded Hallucination Definitions for Biomedical Question Answering with Reproducible Examples from ClinIQLink ↗](https://aclanthology.org/2026.bionlp-1.67/)**Brandon Colelough, Davis Bartels, Madeline Bittner et al.
100. **[Towards Unified Factuality Evaluation for Biomedical QA and Summarization: Aligning Metrics with Clinical Use-Cases](https://md.research.elamur.ai/free/en/papers/roy-2026-unified-factuality-evaluation-biomedical-qa/)**Mahule Roy, Subhas Roy*our summary*

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