Psychological counseling evaluation on Core Evaluation Set N=180 (test)
4.95RelevanceEFT-LLM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EFT-LLMtraining=fine-tuned, backbone=Qwen-2.5-7B-Instruct2026.01 | 4.95 | 4.99 | 4.63 | 4.92 | 4.87 | |
| CBT-LLMprompting=Structured prompt framework2026.01 | 4.25 | 3.82 | 4.22 | 4.25 | 4.14 | |
| GPT-4oprompting=Standard Prompting2026.01 | 3.84 | 3.28 | 3.62 | 3.67 | 3.6 | |
| Qwenmodel=Qwen-2.5-7B-Instruct, mode=Base2026.01 | 3.1 | 2.21 | 2.93 | 2.71 | 2.74 | |
| PsyQAnature=Human responses2026.01 | 3.05 | 2.72 | 2.76 | 2.44 | 2.74 |