Depression Classification on UK Biobank (test)
0.624AUCCPAgents
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CPAgentsBackbone=DeepSeek V3.2, Classifier=AdaBoost2026.06 | 0.624 | 60.6 | |
| CPAgentsBackbone=GPT-5.1, Classifier=AdaBoost2026.06 | 0.621 | 60.1 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=LDA2026.06 | 0.621 | 59.3 | |
| MESHAgentsClassifier=AdaBoost2026.06 | 0.62 | 59.4 | |
| ExpertsClassifier=AdaBoost2026.06 | 0.619 | 58.8 | |
| ExpertsClassifier=LDA2026.06 | 0.619 | 58.9 | |
| MESHAgentsClassifier=LDA2026.06 | 0.616 | 59 | |
| CPAgentsBackbone=GPT-5.1, Classifier=LDA2026.06 | 0.614 | 59 | |
| CPAgentsBackbone=GPT-5.1, Classifier=MLP2026.06 | 0.61 | 59.9 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=SVM2026.06 | 0.609 | 56 | |
| CPAgentsBackbone=GPT-5.1, Classifier=SVM2026.06 | 0.607 | 56.4 | |
| MESHAgentsClassifier=SVM2026.06 | 0.603 | 58.6 | |
| ExpertsClassifier=SVM2026.06 | 0.601 | 56.6 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=MLP2026.06 | 0.599 | 66.3 | |
| MESHAgentsClassifier=MLP2026.06 | 0.598 | 59.9 | |
| ExpertsClassifier=MLP2026.06 | 0.594 | 59.1 |