Asthma Classification on UK Biobank (test)
0.59AUCCPAgents
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CPAgentsBackbone=GPT-5.1, Classifier=LDA2026.06 | 0.59 | 55.4 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=LDA2026.06 | 0.588 | 55.9 | |
| CPAgentsBackbone=GPT-5.1, Classifier=AdaBoost2026.06 | 0.583 | 56.5 | |
| ExpertsClassifier=LDA2026.06 | 0.583 | 57.1 | |
| MESHAgentsClassifier=LDA2026.06 | 0.583 | 57 | |
| CPAgentsBackbone=GPT-5.1, Classifier=SVM2026.06 | 0.582 | 56.7 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=SVM2026.06 | 0.58 | 56.5 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=AdaBoost2026.06 | 0.574 | 55 | |
| MESHAgentsClassifier=AdaBoost2026.06 | 0.569 | 58.2 | |
| ExpertsClassifier=SVM2026.06 | 0.566 | 53.9 | |
| MESHAgentsClassifier=SVM2026.06 | 0.565 | 55 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=MLP2026.06 | 0.565 | 54.2 | |
| ExpertsClassifier=MLP2026.06 | 0.564 | 50.9 | |
| ExpertsClassifier=AdaBoost2026.06 | 0.563 | 58.9 | |
| MESHAgentsClassifier=MLP2026.06 | 0.555 | 47 | |
| CPAgentsBackbone=GPT-5.1, Classifier=MLP2026.06 | 0.545 | 52.1 |