Medical Reasoning in LLMs: An In-Depth Analysis of DeepSeek R1

Medical Reasoning in LLMs: An In-Depth Analysis of DeepSeek R1

27 March 2025

Fredrik Sand Aronsson

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Papers citing "Medical Reasoning in LLMs: An In-Depth Analysis of DeepSeek R1"

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Title
HealthBench: Evaluating Large Language Models Towards Improved Human Health Rahul Arora Jason W. Wei Rebecca Soskin Hicks Preston Bowman Joaquin Quiñonero Candela ... Meghan Shah Andrea Vallone Alex Beutel Johannes Heidecke K. Singhal LM&MA AI4MH ELM 122 6 0 13 May 2025
Right Prediction, Wrong Reasoning: Uncovering LLM Misalignment in RA Disease Diagnosis Umakanta Maharana Sarthak Verma Avarna Agarwal Prakashini Mruthyunjaya Dwarikanath Mahapatra Sakir Ahmed Murari Mandal 447 1 0 09 Apr 2025
MedReason: Eliciting Factual Medical Reasoning Steps in LLMs via Knowledge Graphs Juncheng Wu Wenlong Deng Xiaochen Li Sheng Liu Taomian Mi ... Yihan Cao Hui Ren Xuzhao Li Xiaoxiao Li Yuyin Zhou AI4MH LRM 118 16 0 01 Apr 2025
Med-R1: Reinforcement Learning for Generalizable Medical Reasoning in Vision-Language Models Yuxiang Lai Shitian Zhao Ming Li Jike Zhong Xiaofeng Yang OffRL LRM LM&MA VLM 170 31 0 18 Mar 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 380 2,013 0 22 Jan 2025
Capabilities of GPT-4 on Medical Challenge Problems Harsha Nori Nicholas King S. McKinney Dean Carignan Eric Horvitz LM&MA ELM AI4MH 149 811 0 20 Mar 2023
Large Language Models Encode Clinical Knowledge K. Singhal Shekoofeh Azizi T. Tu S. S. Mahdavi Jason W. Wei ... A. Rajkomar Joelle Barral Christopher Semturs Alan Karthikesalingam Vivek Natarajan LM&MA ELM AI4MH 170 2,384 0 26 Dec 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 859 9,714 0 28 Jan 2022