Medical Report Generation

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1 paper in the last four weeks, down 80% on the four weeks before. 0.0% of all new papers.

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Latest papers 42

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Large language models are vulnerable to incidental information in clinical documentation and reasoning
Oct 6, 2026Krithik Vishwanath, Brandon Ye, Anton Alyakin +4Medical Report Generation Clinical Language Model Evaluation
Department of Neurosurgery, NYU Langone Health, New York, NY, USA · Johns Hopkins University School of Medicine, Baltimore, MD, USA · Washington University School of Medicine in St. Louis, St. Louis, MO, USA +7
Symphony for Text Generation: Benchmarking Clinical Note Generation
Oct 6, 2026Daniel Varab, Victor Petrén Bach Hansen, Asbjørn W. Helge +8Medical Report Generation Clinical Language Model Evaluation
Corti
Closing Ambient Clinical Documentation Gaps with Automated Provider Queries
Oct 5, 2026Joseph Paul Cohen, Raj Shah, Han-Chin Shing +4Medical Report Generation Automated Medical Coding
Amazon
ASCRIBE: Atomic and Significance-Based Reasoning for Thai Clinical SOAP Note Generation
Oct 1, 2026Tarm Kalavantavanich, Teerawut Ponarchar, Pattaramanee Arsomngern +5Medical Report Generation Clinical Reasoning
Looloo Health, Thailand · Kasetsart University, Thailand · Mahidol University, Thailand
DIASENTINEL: An Auditable Multi-Agent System for Guideline-Grounded Diabetes Risk Screening
Aug 31, 2026Yung Wei Shueh, Zhi-Jie Chen, Chia-Hsuan Hsu +9Multi-Agent LLM Systems Medical Report Generation
Far Eastern Memorial Hospital, Taiwan · University of Michigan, USA · Rutgers University, USA +1
One note in three: a verified census of three deployed AI scribes, and the instrument that counted it
Aug 31, 2026Sebastian Fox, Luke Markham, Ryan Lail +1Medical Report Generation Clinical Language Model Evaluation
Composo
Co-Annotator: Expert-Distilled ViT and VLM for Visual and Documentation Guidance in Age-Related Macular Degeneration
Aug 31, 2026Ziheng "Leo" Li, Benjamin Freeman, Akshay Raman +5Medical Report Generation Medical Image Analysis
Columbia University
Speech-to-SOAP: End-to-End Summarization of Medical Dialogues: KIT@BeTraC 2026
Aug 25, 2026Enes Yavuz Ugan, Fabian Retkowski, Yuka Ko +4Medical Report Generation Text Summarization
ISL, Karlsruhe Institute of Technology · AI4LT, Karlsruhe Institute of Technology · InterACT, Carnegie Mellon University
HounsWorld: A Multimodal World Model for Hidden Patient-State Readout, Reconstruction, and Simulation
Aug 13, 2026Yunhao Bai, Zhongwei Qiu, Guangyu Guo +5Medical Report Generation World Model Learning
1Shanghai Key Laboratory of Multidimensional Information Processing, East China Normal University · 2DAMO Academy, Alibaba Group · 3Hupan Laboratory +1
Linguistically-Aligned and Visually-Grounded Preference Optimization for Clinically-Augmented Medical Report Generation
Aug 9, 2026Qiang Hu, Yuxuan Luo, Yingjie Guo +4Radiology Report Generation Medical Report Generation
Huazhong University of Science and Technology
ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation
Aug 6, 2026Akanta Das, Tasinul Islam Ahon, Ahmed Mahir Sultan Rumi +3Medical Report Generation Electrocardiography
Bangladesh University of Engineering and Technology, Dhaka, Bangladesh · Samsung Research America, USA · National Health Service, UK
CorePath: A Breast-Specialized Pathology Foundation Model for Core Needle Biopsy Diagnosis and Risk-Controlled Report Generation
Aug 4, 2026Ting Yin, Danning Li, Chen Shu +17Breast Cancer Medical Report Generation
Department of Pathology, West China Hospital, Sichuan University, Chengdu, China · Institute of Clinical Pathology, West China Hospital, Sichuan University, Chengdu, China · The Hong Kong University of Science and Technology (Guangzhou) +7
ClinFusion: A Vision-Centric Multimodal LLM System for Holistic Medical Understanding
Jul 27, 2026Hangjie Yuan, Yichen Qian, Zhiwei Tang +21Medical Report Generation Medical VQA
1DAMO Academy, Alibaba Group, Hangzhou, China · 3Hupan Laboratory, Hangzhou, China · 2DAMO Academy, Alibaba Group, Beijing, China +7
Enhancing Explainable Cardiac Diagnosis with Guide-Grounded Multimodal LLMs
Jul 23, 2026Hai-Nam Duy Vuong, Duy-Anh Bui, Trong-Nghia Nguyen +5Multimodal Grounding Medical Report Generation
Business AI Lab, College of Technology, National Economics University, Vietnam · FPT University, Hanoi, Vietnam · A2I Lab, Phenikaa School of Computing, Phenikaa University, Hanoi, Vietnam +2
Pathologist Attention-Aligned Report Generation for Prostate Histopathology
Jul 21, 2026Ruoyu Xue, Suryakant Singh, Souradeep Chakraborty +12Computational Pathology Medical Report Generation
Department of Computer Science, Stony Brook University, USA · Department of Biomedical Informatics, Stony Brook University, USA · Université Paris-Saclay, CentraleSupélec, Gustave Roussy, INSERM, IHU PRISM, Cancer Data Science Unit, France +4
PathReportEval: A Systematic Benchmark for Pathology Report Generation
Jul 20, 2026Suryakant Singh, Sejuti Majumder, Beatrice Knudsen +2Medical Report Generation Medical Image Benchmarks
Department of Biomedical Informatics Stony Brook University Stony Brook, NY, USA · Department of Pathology University of Utah Salt Lake City, UT, USA
Paired Uterine Whole-Slide Images and Pathology Reports for Multimodal Computational Pathology
Jul 4, 2026Han Li, Jingsong Liu, Ayako Ura +14Computational Pathology Medical Report Generation
Institute of Pathology, Technical University of Munich, Munich, Germany · 2Computer Aided Medical Procedures (CAMP), Technical University of Munich, Munich, Germany · 6Munich Center for Machine Learning (MCML), Munich, Germany +4
Prior-Anchored Debiasing for Long-Tailed Multi-Organ Pathology Report Generation
Jul 1, 2026Feng Yang, Jie Liu, Yubo Pang +5Medical Report Generation Long-Tail Learning
City University of Hong Kong, Hong Kong SAR · University of Nottingham, United Kingdom · University of Massachusetts Boston, United States
Why Trust Your Agent? Empirical Security Gains from TRiSM-Guided Agentic Workflows in Healthcare
Jun 27, 2026Liam KearnsMedical Report Generation RAG Poisoning Attacks
AuraQ Malvern Worcestershire UK
EchoSonar-R: A Multi-View Reasoning-Enabled Model for Disease Classification and Report Generation in Echocardiography
Jun 26, 2026Darya Taratynova, Ahmed Aly, Numan Saeed +1Medical Report Generation Echocardiography
Division of Computing and Mathematical Sciences, Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI), Abu Dhabi, UAE
ATRIA: Adaptive Traceable ECG Reporting with Iterative Agents
Jun 23, 2026Donggyun Hong, Kyuhwan Lee, Junmyung Kwon +1Medical Report Generation Clinical Decision Support
MedicalAI Co., Ltd. · South Korea
SegTME-UNI2: A Foundation Model-Based Framework for Generalisable Multiclass Cell Segmentation and LLM-Driven Tumour Microenvironment Characterisation in Histopathology
Jun 16, 2026Wan Siti Halimatul Munirah Wan Ahmad, Faris Syahmi Samidi, Mohammad Badal Ahmmed +3Computational Pathology Medical Report Generation
Department of Data Science and Artificial Intelligence, School of Computing and Artificial Intelligence, Faculty of Engineering and Technology, Sunway University, Bandar Sunway, Malaysia · Department of Electrical and Electronic Engineering, College of Engineering, Universiti Tenaga Nasional, Kajang, Malaysia · Faculty of Dentistry, Universiti Malaya, Kuala Lumpur, Malaysia
Cross-Modal Clinical Knowledge Integration for Mammography Report Generation
May 29, 2026Jiayi Zhu, Fuxiang Huang, Yu Xie +7Radiology Report Generation Medical Imaging
The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, Guangdong, China · Lingnan University, Hong Kong, China · The Third Affiliated Hospital of Kunming Medical University, Yunnan Cancer Hospital, Peking University Cancer Hospital Yunnan, Kunming, Yunnan, China +4
Simple Token-Efficient Vision-Language Model for Case-level Pathology Synoptic Report Generation
May 29, 2026Zhiyuan Yang, Jiahao Cheng, Vincent Quoc-Huy Trinh +1Computational Pathology Medical Report Generation
Department of Computer Science and Software Engineering (CSSE), Concordia University, Montreal, Canada · Axe Cancer, Centre de recherche du CHUM, Université de Montréal, Montreal, Canada · Institut de recherche en immunologie et cancérologie (IRIC), Université de Montréal
Not All Tokens Matter Equally: Dynamic In-context Vector Distillation with Decisive-Token Supervision for Long-form Medical Report Generation
May 26, 2026Ning Wu, Rui Liu, Xinkun Lin +5Medical Report Generation Long-Form Document Generation
UNSW Sydney, Sydney, Australia · University of Technology Sydney, Sydney, Australia · School of Computer Science and Engineering, Sun Yat-sen University, China +2
Evidence-Linked Radiology Reporting: A Human-Supervised Reference Architecture for Structured Imaging Intelligence
May 24, 2026Houman Kazemzadeh, Kamyar NaderiRadiology Report Generation Medical Report Generation
Xylemed, Dubai, United Arab Emirates
When Reasoning Hurts: Source-Aware Evaluation of Frontier LLMs for Clinical SOAP Note Generation
May 24, 2026Faizan FaisalRetrieval-Augmented Generation Medical Report Generation
University of California, Davis
Checkup2Action: A Multimodal Clinical Check-up Report Dataset for Patient-Oriented Action Card Generation
May 12, 2026Sike Xiang, Shuang Chen, Kevin Qinghong Lin +4Medical Report Generation Healthcare
Durham University Durham, UK · University of Oxford Oxford, UK
Automated Clinical Report Generation for Remote Cognitive Remediation: Comparing Knowledge-Engineered Templates and LLMs in Low-Resource Settings
May 7, 2026Yongxin Zhou, Fabien Ringeval, François PortetMedical Report Generation Clinical Language Model Evaluation
Univ. Grenoble Alpes, CNRS, Grenoble INP, LIG, 38000 Grenoble, France
Retina-RAG: Retrieval-Augmented Vision-Language Modeling for Joint Retinal Diagnosis and Clinical Report Generation
May 7, 2026Abdelrahman Zaian, Sheethal Bhat, Mohamed Abdalkader +1Multimodal RAG Medical Report Generation
Friedrich-Alexander-Universität, Germany

Oct 6, 2026, cs.CLJ/K move · Enter open · S save

Large language models are vulnerable to incidental information in clinical documentation and reasoning

Krithik Vishwanath, Brandon Ye, Anton Alyakin, John E. Markert+3

Department of Neurosurgery, NYU Langone Health, New York, NY, USA · Johns Hopkins University School of Medicine, Baltimore, MD, USA · Washington University School of Medicine in St. Louis, St. Louis, MO, USA+7

Medical Report Generation Clinical Language Model Evaluation Language Model Robustness Medical LLMs

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Large language models (LLMs) are increasingly relied upon to support ambient documentation and clinical reasoning. Here we examine the impact of a failure mode shared between these two applications by assessing their sensitivity to information incidental to the patient encounter. In 576 patient-clinician dialogues, we found that frontier models inserted small-talk exchanges into 35% of notes, while mean quality scores changed by at most 0.20 points on five-point scales. In 3.7% of frontier notes, models misattributed the asides or used them clinically. In 57 mock recorded consultations, background speech from a separate patient encounter at -10 dB leaked into 48.2% of transcripts, with contamination detected in 5.3% of downstream notes generated by four open-weight models. We propose a dual encoding hypothesis of clinical reasoning and distraction in LLMs, with preliminary evidence that LLM components associated with disruption by incidental information also support clinical reasoning. These findings support evaluating resistance to incidental information before clinical use, with safeguards that prevent contamination while preserving clinical reasoning.

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Latest papers 42