COMPASS is a groundbreaking framework that uses large language models to analyze psychotherapy transcripts and automatically assess the therapeutic alliance between patients and therapists.

• Eliminates reliance on subjective questionnaires by directly analyzing session dialogue
• Achieves up to 79% accuracy in predicting working alliance scores
• Identifies specific language patterns that indicate strong therapeutic relationships
• Demonstrates effectiveness across diverse psychiatric conditions including anxiety, depression, and schizophrenia

This research transforms mental healthcare practice by providing objective, real-time alliance measurement tools that can improve therapy outcomes and enhance clinician training.

COMPASS: Computational Mapping of Patient-Therapist Alliance Strategies with Language Modeling