Empathy by Design: Aligning Large Language Models for Healthcare Dialogue

arXiv — cs.CLTuesday, December 9, 2025 at 5:00:00 AM
  • A new framework utilizing Direct Preference Optimization (DPO) has been introduced to enhance large language models (LLMs) for healthcare dialogue, addressing issues of factual unreliability and lack of empathy in caregiver-patient interactions. This approach aims to improve the quality of communication by fine-tuning LLMs based on user preferences for supportive and accessible responses.
  • This development is significant for healthcare applications, as it seeks to mitigate risks associated with misinformation and emotional disconnect in sensitive medical contexts, ultimately enhancing the user experience for non-professionals and caregivers seeking guidance.
  • The introduction of this empathetic alignment framework reflects a broader trend in AI development, where enhancing human-centric qualities in technology is increasingly prioritized. This shift comes amid ongoing discussions about the reliability of AI-generated information, particularly in critical areas like healthcare, where accurate and compassionate communication is essential.
— via World Pulse Now AI Editorial System

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