User-level depression detection on eRisk25 (test)
82.1RecallWPG-MoE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| WPG-MoETrain on=eRisk252026.07 | 82.1 | 74.4 | 92.6 | 73.5 | |
| WPG-MoETrain on=Twitter2026.07 | 81.4 | 68.9 | 90.9 | 68.8 | |
| WPG-MoETrain on=SWDD2026.07 | 80.4 | 71.1 | 88.3 | 63.1 | |
| Pattern (CNN)Train on=eRisk252026.07 | 79.5 | 71.5 | 89.82 | 68.28 | |
| HAN-BERT(Psych)Train on=Twitter2026.07 | 78.31 | 65.49 | 87.61 | 61.77 | |
| Bert(Clus+Abs)Train on=SWDD2026.07 | 77.27 | 28.48 | 59.2 | 21.5 | |
| Bert(Clus+Abs)Train on=eRisk252026.07 | 75.5 | 67.5 | 86.56 | 64.14 | |
| DeCapsNetTrain on=SWDD2026.07 | 74.57 | 68.5 | 84.1 | 60.28 | |
| HAN-BERT(Psych)Train on=eRisk252026.07 | 71.5 | 63.86 | 83.48 | 58.6 | |
| Bert(Clus+Abs)Train on=Twitter2026.07 | 68.35 | 35.78 | 69.52 | 27.8 | |
| Pattern (threshold)Train on=eRisk252026.07 | 66.82 | 59.26 | 78.57 | 54.3 | |
| DeCapsNetTrain on=Twitter2026.07 | 66.63 | 59.31 | 81.78 | 57.74 | |
| Pattern (threshold)Train on=SWDD2026.07 | 62.75 | 63.02 | 81.7 | 58.75 | |
| DORISTrain on=eRisk252026.07 | 61.91 | 54 | 74.06 | 48.42 | |
| HAN-BERT(Psych)Train on=SWDD2026.07 | 61.61 | 45.31 | 79.58 | 35.03 | |
| Pattern (threshold)Train on=Twitter2026.07 | 59.75 | 54.02 | 79.09 | 54.53 | |
| E2-LPSTrain on=Twitter2026.07 | 56.8 | 48.96 | 73.64 | 45.5 | |
| Pattern (CNN)Train on=SWDD2026.07 | 55.9 | 57.89 | 78.24 | 57.47 | |
| E2-LPSTrain on=eRisk252026.07 | 55.5 | 49.33 | 68.46 | 40.93 | |
| E2-LPSTrain on=SWDD2026.07 | 48.88 | 36.31 | 73.95 | 31.98 | |
| DeCapsNetTrain on=eRisk252026.07 | 47.73 | 41.36 | 63.5 | 31.5 | |
| DORISTrain on=SWDD2026.07 | 46.1 | 49.11 | 77.12 | 44.74 | |
| DORISTrain on=Twitter2026.07 | 44.02 | 39.55 | 72.82 | 43.94 | |
| Pattern (CNN)Train on=Twitter2026.07 | 42.1 | 43.42 | 67.8 | 40.85 |