Papers with medical systems
NurseLLM: The First Specialized Language Model for Nursing (2025.emnlp-industry)
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| Challenge: | Recent advances in large language models (LLMs) have significantly transformed medical systems, but their potential within specialized domains such as nursing remains underexplored. |
| Approach: | They propose a multi-stage data generation pipeline to build the first large scale nursing MCQ dataset to train LLMs on a broad spectrum of nursing topics. |
| Outcome: | The proposed LLM outperforms general-purpose and medical-specialized LLMs on different benchmarks, underscoring the importance of a specialized Lm for the nursing domain. |
Reasoning Like a Doctor: Improving Medical Dialogue Systems via Diagnostic Reasoning Process Alignment (2024.findings-acl)
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| Challenge: | Medical dialogue systems have attracted significant attention for their potential to act as medical assistants. |
| Approach: | They propose a framework that emulates clinicians' diagnostic reasoning processes and aligns with clinician preferences through thought process modeling. |
| Outcome: | The proposed framework generates appropriate responses that relies on abductive and deductive diagnostic reasoning analyses and aligns with clinician preferences through thought process modeling. |