clinical decision-making

AIDA-SEAT: Towards Reliable AI Doctor Assistant via State-Evaluation-Action Tree Enhanced LLMs in Online Hospital ACL 2026 Beyond Memorization: A Rigorous Evaluation Framework for Medical Knowledge Editing EACL 2026 ClinDet-Bench: Beyond Abstention, Evaluating Judgment Determinability of LLMs in Clinical Decision-Making ACL 2026 EHRStruct: A Comprehensive Benchmark Framework for Evaluating Large Language Models on Structured Electronic Health Record Tasks AAAI 2026 GMAI-VL & GMAI-VL-5.5M: A Large Vision-Language Model and a Comprehensive Multimodal Dataset Towards General Medical AI AAAI 2026 Impact of uncertainty maps on manual editing of rectal cancer segmentation in radiotherapy MIDL 2026 LLMs (Almost) Never Abstain Under Medical Uncertainty ACL 2026 MHB: Medical Hallucination Benchmark for Large Language Models in Complex Clinical Tasks AAAI 2026 RespiraMFM: A Multimodal Foundation Model with Contrastive Audio-Language Alignment for Respiratory Disease Identification ACL 2026 Test-Time Scaling in Clinical Decision Making MIDL 2026 A Comprehensive Survey on the Trustworthiness of Large Language Models in Healthcare EMNLP 2025 AI Hospital: Benchmarking Large Language Models in a Multi-agent Medical Interaction Simulator COLING 2025 CMedCalc-Bench: A Fine-Grained Benchmark for Chinese Medical Calculations in LLM EMNLP 2025 ControlMed: Adding Reasoning Control to Medical Language Model IJCNLP 2025 DrAgent: Empowering Large Language Models as Medical Agents for Multi-hop Medical Reasoning EMNLP 2025 Evaluation of Multi-Agent LLMs in Multidisciplinary Team Decision-Making for Challenging Cancer Cases MLHC 2025 From Scores to Steps: Diagnosing and Improving LLM Performance in Evidence-Based Medical Calculations EMNLP 2025 How Can We Diagnose and Treat Bias in Large Language Models for Clinical Decision-Making? NAACL 2025 MEDDxAgent: A Unified Modular Agent Framework for Explainable Automatic Differential Diagnosis ACL 2025 Medical World Model ICCV 2025 Med-PRM: Medical Reasoning Models with Stepwise, Guideline-verified Process Rewards EMNLP 2025 Natural Language Processing in Support of Evidence-based Medicine: A Scoping Review ACL 2025 One Size Fits None: Rethinking Fairness in Medical AI ACL 2025 Resolution-Alignment-Completion of Tabular Electronic Health Records via Meta-Path Generative Sampling ACL 2025 TimelyMed: AI-Driven Clinical Course Attribution and Temporal Mapping for Psychiatric Medical Records IJCAI 2025