LLM-based scoring of 1,610 therapy sessions finds therapist empathy and exploration are followed by more client disclosure, while prior-session rapport is associated with less self-directed negative emotion—but the claimed rapport moderation is never modeled.
Anvari, Vardaan Dua, Jose Lima-Rosas, Clara E
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Empirical Modeling of Therapist-Client Dynamics in Psychotherapy Using LLM-Based Assessments
LLM-based scoring of 1,610 therapy sessions finds therapist empathy and exploration are followed by more client disclosure, while prior-session rapport is associated with less self-directed negative emotion—but the claimed rapport moderation is never modeled.