A synthetic-data pipeline and fine-tuned LLM system, EmoScan, screens for depressive and anxiety disorders from generated clinical interviews, outperforming GPT-4 on synthetic test data but only slightly on an external dataset.
We compared EmoScan with recent widely used LLMs, OpenAI’s GPT-4 (gpt-4-0613) (OpenAI, 2023), Llama 3 (Meta-Llama-3-70B), and Mistral-7B (Jiang et al., 2023)
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Enhanced Large Language Models for Effective Screening of Depression and Anxiety
A synthetic-data pipeline and fine-tuned LLM system, EmoScan, screens for depressive and anxiety disorders from generated clinical interviews, outperforming GPT-4 on synthetic test data but only slightly on an external dataset.