User-level depression detection on SWDD (test)
80.5RecallWPG-MoE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| WPG-MoETrain on=SWDD2026.07 | 80.5 | 74.9 | 94.9 | 83 | |
| WPG-MoETrain on=Twitter2026.07 | 78.9 | 65.3 | 85.2 | 74.2 | |
| Pattern (CNN)Train on=eRisk252026.07 | 74.5 | 55.19 | 85 | 49.41 | |
| Bert(Clus+Abs)Train on=Twitter2026.07 | 73.54 | 38.64 | 60.91 | 34.75 | |
| WPG-MoETrain on=eRisk252026.07 | 73.4 | 56.9 | 85.5 | 61.8 | |
| Pattern (CNN)Train on=Twitter2026.07 | 72.87 | 63.41 | 87.2 | 72.17 | |
| Bert(Clus+Abs)Train on=SWDD2026.07 | 72.24 | 74.36 | 94.53 | 80.92 | |
| DeCapsNetTrain on=Twitter2026.07 | 71.84 | 43.7 | 49.75 | 34.58 | |
| E2-LPSTrain on=Twitter2026.07 | 69.49 | 33.58 | 46.12 | 23.5 | |
| HAN-BERT(Psych)Train on=eRisk252026.07 | 69 | 32.55 | 54.24 | 22.28 | |
| Bert(Clus+Abs)Train on=eRisk252026.07 | 67.84 | 43.12 | 68.94 | 37.92 | |
| DeCapsNetTrain on=eRisk252026.07 | 67.11 | 28.57 | 53.5 | 20.5 | |
| Pattern (threshold)Train on=Twitter2026.07 | 66.87 | 56.01 | 80.13 | 62.13 | |
| HAN-BERT(Psych)Train on=Twitter2026.07 | 65.77 | 30.02 | 54.36 | 24.96 | |
| Pattern (CNN)Train on=SWDD2026.07 | 65.65 | 68.71 | 93.73 | 80.11 | |
| Pattern (threshold)Train on=SWDD2026.07 | 63.88 | 60.46 | 92.7 | 67.99 | |
| E2-LPSTrain on=eRisk252026.07 | 63.44 | 38.28 | 65.41 | 31.67 | |
| DORISTrain on=Twitter2026.07 | 62.63 | 47.02 | 61.55 | 39.89 | |
| Pattern (threshold)Train on=eRisk252026.07 | 60.87 | 49.01 | 78.57 | 49.31 | |
| DORISTrain on=SWDD2026.07 | 60.8 | 57.74 | 90.41 | 70.45 | |
| DeCapsNetTrain on=SWDD2026.07 | 59.03 | 60.75 | 90.78 | 70.01 | |
| DORISTrain on=eRisk252026.07 | 54.42 | 35.62 | 62 | 29.25 | |
| HAN-BERT(Psych)Train on=SWDD2026.07 | 54.38 | 53.18 | 86.24 | 62.61 | |
| E2-LPSTrain on=SWDD2026.07 | 50.99 | 44.28 | 78.2 | 46.5 |