| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| EDAIC (test) | RMSE4.37 | 29 | 1mo ago | ||
| AVEC 2014 | EviDep | MAE5.02 | 20 | 3mo ago | |
| AVEC 2013 | EviDep | MAE4.91 | 20 | 3mo ago | |
| DepSeverity | GPT-4 | Precision (Normal)71.1 | 10 | 4mo ago | |
| MMDA (test) | GPT-4 | Precision (Normal)78.6 | 10 | 4mo ago | |
| CALYPSO | stability-based machine learning framework | R20.64 | 2 | 5mo ago | |
| AI mental health conversations PHQ-9 | Qwen3.5-27B with regression head | MAE3.1 | 1 | 1mo ago | |
| Psychotherapy transcripts | Pearson Correlation (r)0.45 | 1 | 1mo ago | ||
| MADRS | MAE0.7 | 1 | 1mo ago | ||
| E-DAIC PHQ-8 | Schmidt et al. | Mean Absolute Error (MAE)3.85 | 1 | 1mo ago | |
| DAIC-WOZ PHQ-8 | Schmidt et al. | MAE3.55 | 1 | 1mo ago |
