clinical reasoning

Beyond Single View: A Comprehensive Benchmark for Medical Multimodal Large Language Models on Multi-Image Understanding ACL 2026 DeVisE: Towards the Behavioral Testing of Medical Large Language Models EACL 2026 FACTrial: Factorized Clinical Contrastive Training for Scalable Patient-Trial Retrieval ACL 2026 MED-COPILOT: A Medical Assistant Powered by GraphRAG and Similar Patient Case Retrieval ACL 2026 Medical Vision–Language Pretraining with LLM-Guided Temporal Supervision AAAI 2026 MedReasoner: Reinforcement Learning Drives Reasoning Grounding from Clinical Thought to Pixel-Level Precision AAAI 2026 MedS³: Towards Medical Slow Thinking with Self-Evolved Soft Dual-sided Process Supervision AAAI 2026 MedTVT-R1: A Multimodal LLM Empowering Medical Reasoning and Diagnosis CVPR 2026 MentalSeek-Dx: Towards Progressive Hypothetico-Deductive Reasoning for Real-world Psychiatric Diagnosis ACL 2026 MIRA: Evaluating Multimodal AI on Complex Clinical Reasoning in Interventional Radiology AAAI 2026 Note2Chat: Improving LLMs for Multi-Turn Clinical History Taking Using Medical Notes AAAI 2026 OncoCoT: A Temporal-causal Chain-of-Thought Dataset for Oncologic Decision-Making AAAI 2026 RadAgents: Multimodal Agentic Reasoning for Chest X-ray Interpretation with Radiologist-like Workflows MIDL 2026 SOAPTriage: SOAP-Guided Multi-View Clinical Text Modeling Framework for Automated ESI Prediction ACL 2026 Towards Efficient Medical Reasoning with Minimal Fine-Tuning Data CVPR 2026 X-PCR: A Benchmark for Cross-modality Progressive Clinical Reasoning in Ophthalmic Diagnosis CVPR 2026 A Knowledge-driven Adaptive Collaboration of LLMs for Enhancing Medical Decision-making EMNLP 2025 BehaviorSFT: Behavioral Token Conditioning for Health Agents Across the Proactivity Spectrum EMNLP 2025 CMedCalc-Bench: A Fine-Grained Benchmark for Chinese Medical Calculations in LLM EMNLP 2025 Constructing Ophthalmic MLLM for Positioning-diagnosis Collaboration Through Clinical Cognitive Chain Reasoning ICCV 2025 DDxTutor: Clinical Reasoning Tutoring System with Differential Diagnosis-Based Structured Reasoning ACL 2025 Does Rationale Quality Matter? Enhancing Mental Disorder Detection via Selective Reasoning Distillation ACL 2025 Pattern Recognition or Medical Knowledge? The Problem with Multiple-Choice Questions in Medicine ACL 2025 CARER - ClinicAl Reasoning-Enhanced Representation for Temporal Health Risk Prediction EMNLP 2024 CliMedBench: A Large-Scale Chinese Benchmark for Evaluating Medical Large Language Models in Clinical Scenarios EMNLP 2024