Depression recognition on CMDC (test)
3.1RMSEMLlm-DR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MLlm-DR2025.07 | 3.1 | 0.91 | 100 | 100 | 100 | 2.61 | |
| MMCLYear=20252025.07 | 3.43 | — | 100 | 93 | 96 | 2.31 | |
| LLM-Generated Summary Guided Depression Detection2026.04 | 3.81 | — | — | — | — | 2.79 | |
| MMFFYear=20222025.07 | 4.29 | — | 83 | — | — | 3.19 | |
| MulTYear=20192025.07 | 4.59 | — | 72 | — | — | 3.66 | |
| PIE2026.04 | 5.56 | — | — | — | — | 4.58 | |
| MulT2026.04 | 5.61 | — | — | — | — | 4.32 | |
| Bi-LSTM2026.04 | 5.67 | — | — | — | — | 4.55 | |
| CubeMLPYear=20222025.07 | — | — | 38 | 80 | 51 | — | |
| IIFDDYear=20232025.07 | — | — | 95 | 93 | 93 | — |