<ul><li>The therapeutic working alliance is a critical predictor of psychotherapy success.</li><li>COMPASS is a framework that directly infers the therapeutic working alliance from natural language used in psychotherapy sessions.</li><li>Using large language models, COMPASS analyzes session transcripts and maps them to distributed representations.</li><li>COMPASS enhances understanding of therapeutic interactions and provides actionable insights to improve the effectiveness of psychotherapy.</li></ul>

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

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