SAGE: A Strategy-Aware Graph-Enhanced Generation Framework For Online Counseling

ArXi:2604.26630v1 Announce Type: new Effective mental health counseling is a complex, theory-driven process requiring the simultaneous integration of psychological frameworks, real-time distress signals, and strategic intervention planning. This level of clinical reasoning is critical for safety and therapeutic effectiveness but is often missing in general-purpose Large Language Models (LLMs). We