Researchers have developed SAGE, a novel framework that enhances Large Language Models for online counseling by integrating psychological theories and conversational dynamics. SAGE constructs a graph to unify these elements, using a Next Strategy Classifier to determine optimal therapeutic interventions. A Graph-Aware Attention mechanism then conditions the LLM to generate responses with greater clinical depth, outperforming existing models in strategy prediction and response quality. AI
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IMPACT This framework could improve the clinical reasoning and safety of AI-powered mental health support tools.
RANK_REASON Academic paper detailing a new framework for LLMs in online counseling.