Simulated Patient Portrayal on SP-Therapist Dialogue Panel A: LLM Therapist interaction
0.96CDC (LLM)Healthy Control
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Healthy ControlBackbone=GPT-52026.04 | 0.96 | 0.95 | 0.04 | 0.05 | — | — | |
| StsPatientBackbone=Qwen3-8B2026.04 | 0.71 | 0.84 | 0.38 | 0.32 | 3.96 | 4.08 | |
| Role VectorsBackbone=Qwen3-8B2026.04 | 0.61 | 0.64 | 0.45 | 0.4 | 3.73 | 3.7 | |
| Roleplay-dohBackbone=GPT-52026.04 | 0.58 | 0.68 | 0.44 | 0.38 | 3.78 | 3.72 | |
| Roleplay-dohBackbone=Qwen3-8B2026.04 | 0.56 | 0.62 | 0.57 | 0.5 | 3.61 | 3.55 | |
| Direct PromptBackbone=GPT-52026.04 | 0.54 | 0.68 | 0.47 | 0.42 | 3.32 | 3.4 | |
| PATIENT-ψBackbone=Qwen3-8B2026.04 | 0.53 | 0.64 | 0.6 | 0.56 | 3.65 | 3.6 | |
| PATIENT-ψBackbone=GPT-52026.04 | 0.5 | 0.6 | 0.52 | 0.48 | 3.83 | 3.96 | |
| Direct PromptBackbone=Qwen3-8B2026.04 | 0.47 | 0.56 | 0.64 | 0.56 | 3.18 | 3.21 |