medical reasoning

Can LLMs Reason Like Doctors? Exploring the Limits of Large Language Models in Complex Medical Reasoning EACL 2026 CURE-Med: Curriculum-Informed Reinforcement Learning for Multilingual Medical Reasoning ACL 2026 Efficient Transcoder Adaptation for Fine-Tuned Models: Revealing Medical Reasoning Mechanisms in Large Language Models AAAI 2026 Experience Retrieval-Augmentation with Electronic Health Records Enables Accurate Discharge QA ACL 2026 HeartLLM: Discretized ECG Tokenization for LLM-Based Diagnostic Reasoning AAAI 2026 MedAtlas: Evaluating LLMs for Multi-Round, Multi-Task Medical Reasoning Across Diverse Imaging Modalities and Clinical Text AAAI 2026 MED-COREASONER: Reducing Language Disparities in Medical Reasoning via Language-Informed Co-Reasoning ACL 2026 MedGR2: Breaking the Data Barrier for Medical Reasoning via Generative Reward Learning AAAI 2026 MedLA: A Logic-Driven Multi-Agent Framework for Complex Medical Reasoning with Large Language Models AAAI 2026 MedOmni-45°: A Safety–Performance Benchmark for Reasoning-Oriented LLMs in Medicine AAAI 2026 MedS³: Towards Medical Slow Thinking with Self-Evolved Soft Dual-sided Process Supervision AAAI 2026 MedVerse: Efficient and Reliable Medical Reasoning via DAG-Structured Parallel Execution ACL 2026 Reasoning or Knowledge: Stratified Evaluation of Biomedical LLMs EACL 2026 Towards Efficient Medical Reasoning with Minimal Fine-Tuning Data CVPR 2026 A Survey of LLM-based Agents in Medicine: How far are we from Baymax? ACL 2025 DrAgent: Empowering Large Language Models as Medical Agents for Multi-hop Medical Reasoning EMNLP 2025 Med-PRM: Medical Reasoning Models with Stepwise, Guideline-verified Process Rewards EMNLP 2025 MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding ICML 2025 RAR2: Retrieval-Augmented Medical Reasoning via Thought-Driven Retrieval EMNLP 2025 ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning EMNLP 2025 Towards Medical Complex Reasoning with LLMs through Medical Verifiable Problems ACL 2025 Tree-of-Quote Prompting Improves Factuality and Attribution in Multi-Hop and Medical Reasoning EMNLP 2025 BP4ER: Bootstrap Prompting for Explicit Reasoning in Medical Dialogue Generation COLING 2024 CliMedBench: A Large-Scale Chinese Benchmark for Evaluating Medical Large Language Models in Clinical Scenarios EMNLP 2024 MedAdapter: Efficient Test-Time Adaptation of Large Language Models Towards Medical Reasoning EMNLP 2024