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Developing a robust evaluation framework for multi-turn medical consultations faces three challenges: data scarcity and privacy regulations (e.g., HIPAA/GDPR), the unreliability of LLM-based patient agents due to hallucinations, and the subjectivity of evaluating dialogue trajectories.

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