Jiazhen Pan
Jiazhen Pan has 2 papers in our library, in 2025, most of them on Reasoning, Dialogue systems, Efficient models & compression; often with Che Liu, Daniel Rueckert, Fenglin Liu.
OpenAlex · h-index 1 · 1 works · 3 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 17 times in our library · ⭐ Paper Stars ranking: #9083
Fields, topics and concepts
📚 Shelves 7The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksMedicine · 2 worksArtificial Intelligence · 2 worksComputer Vision and Pattern Recognition · 2 worksHealth Informatics · 2 worksLanguage and Linguistics · 2 works
🧭 Topics 3Research subjects and languages the work is about.Reasoning · 2 worksDialogue systems · 1 workEfficient models & compression · 1 work
Works by year
2020s
Papers
- Ask Patients with Patience: Enabling LLMs for Human-Centric Medical Dialogue with Grounded Reasoning (2025 · 10 citations)
LLMs score at expert level on medical exam benchmarks, but they work poorly as conversational assistants. They often diagnose from the first message without asking follow-up questions. Their reasoning is not tied to trusted clinical sources, and their tone tends to be impersonal. The authors present APP (Ask Patients… - Beyond Distillation: Pushing the Limits of Medical LLM Reasoning with Minimalist Rule-Based RL (2025 · 10 citations)
Medical LLMs usually learn to reason through supervised fine-tuning on chain-of-thought (CoT) traces, often distilled from proprietary systems such as GPT-4o.
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