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Move by Move: Measuring and Steering How LLMs Conduct Psychotherapy

Afonso Baldo, Hugo Pitorro, Areti Vassilopoulos, Anabela C. Areias, Maya D'Eon, Fabíola Costa · Aug 21, 2026

Citations: 0

Match reason: Matched by broad semantic/index fallback.

Score: 45% Moderate protocol signal Freshness: Hot Status: Ready
Expert Verification Automatic Metrics General
  • We introduce an ontology of ten therapeutic moves: compact, function-based categories grounded in the MULTI-60 inventory, validated through an annotation campaign with five licensed psychologists, and scaled with a judge-based approach that…
  • Applying it to real counseling transcripts and model-led sessions, we compare the move distributions between human clinicians and a panel of frontier models.
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