Graph2Counsel creates 760 synthetic counseling sessions from 76 client psychological graphs, outperforming prior datasets in expert ratings on specificity, authenticity, and safety while improving fine-tuned model performance on counseling benchmarks.
Sungjoon Park, Kiwoong Park, Jaimeen Ahn, and Alice Oh
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Proposes an interdisciplinary framework and taxonomy for responsible evaluation of AI mental health tools based on analysis of 135 publications identifying gaps in metrics, expert involvement, safety, and equity.
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Graph2Counsel: Clinically Grounded Synthetic Counseling Dialogue Generation from Client Psychological Graphs
Graph2Counsel creates 760 synthetic counseling sessions from 76 client psychological graphs, outperforming prior datasets in expert ratings on specificity, authenticity, and safety while improving fine-tuned model performance on counseling benchmarks.
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Responsible Evaluation of AI for Mental Health
Proposes an interdisciplinary framework and taxonomy for responsible evaluation of AI mental health tools based on analysis of 135 publications identifying gaps in metrics, expert involvement, safety, and equity.