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Patient Simulation on Client-Therapist Interactions CBT Therapist persona

4.8Factual ConsistencyClientCAST
4.66484.69994.7354.7701Feb 12, 2026

Evaluation results

MethodLinks
ClientCASTEvaluation Protocol=LLM judge, 5-point Likert scale2026.024.84.324.153.623.783.113.363.823.8432.8733.870.07
AnnaAgentEvaluation Protocol=LLM judge, 5-point Likert scale2026.024.784.254.153.623.83.173.333.783.87172.1317.130.24
PATIENT-ΨEvaluation Protocol=LLM judge, 5-point Likert scale2026.024.754.454.453.63.93.153.544.0597.0398.030.07
EeyoreEvaluation Protocol=LLM judge, 5-point Likert scale2026.024.74.254.253.523.683.083.283.723.926.0128.01—
Roleplay-dohEvaluation Protocol=LLM judge, 5-point Likert scale2026.024.674.224.13.573.753.053.323.793.8103.97502.460.18