Therapeutic Response Generation on Mental Healthcare Support Dataset
0.21BLEUcoTherapist
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| coTherapistVariant=Proposed Framework2026.01 | 0.21 | 0.38 | 0.42 | 0.901 | 0.16 | 0.68 | |
| LLaMA-RAGVariant=Standard RAG2026.01 | 0.203 | 0.35 | 0.41 | 0.889 | -0.02 | 0.47 | |
| TG-RAGVariant=Standard2026.01 | 0.198 | 0.37 | 0.44 | 0.897 | 0.11 | 0.53 | |
| LLaMA-ToneVariant=Tone Tuning2026.01 | 0.18 | 0.33 | 0.36 | 0.872 | -0.32 | 0.46 | |
| LLaMA-GuideVariant=Guidance Tuning2026.01 | 0.179 | 0.34 | 0.37 | 0.878 | -0.3 | 0.49 | |
| LLaMA-DAPVariant=Domain-Adaptive Pretraining2026.01 | 0.172 | 0.3 | 0.35 | 0.861 | -0.47 | 0.42 | |
| BaseBackbone=LLaMA-1B2026.01 | 0.158 | 0.29 | 0.33 | 0.856 | -0.64 | 0.41 |