AIBullisharXiv – CS AI · 7h ago7/10
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Dep-LLM: Training-Free Depression Diagnosis via Evidence-Guided Structured Multi-factor with Reliable LLM Reasoning
Researchers introduce Dep-LLM, a training-free framework that diagnoses depression from clinical interviews by decomposing dialogue into structured themes and using large language models without fine-tuning. The system outperforms supervised approaches and commercial LLMs while requiring no additional training, addressing critical gaps in mental health AI deployment.