Medical Reasoning in the Era of LLMs: A Systematic Review of Enhancement Techniques and Applications
A taxonomy of reasoning enhancement techniques is proposed, categorized into training-time strategies (e.g., supervised fine-tuning, reinforcement learning) and test-time mechanisms (e.g., prompt engineering, multi-agent systems), and outlining future directions toward building efficient, robust, and sociotechnically r...
Zi-Zhan Ma, Wen-Xuan Wang, Meidan Ding et al.
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