Clarissa W. Ong

Graph2Counsel: Clinically Grounded Synthetic Counseling Dialogue Generation from Client Psychological Graphs

Graph2Counsel is introduced, a framework for generating synthetic counseling sessions grounded in Client Psychological Graphs that encode relationships among clients'thoughts, emotions, and behaviors, and Therapy-Eval is introduced, a multi-turn evaluation framework, and the effectiveness of the fine-tuned model in realistic therapeutic conversations is demonstrated.