Alzheimer's disease screening dataset
85.3AccuracyACP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ACPEvaluation protocol=Supervised, Classifier=SVM2026.03 | 85.3 | 78.3 | 85.7 | 72 | |
| ACPEvaluation protocol=Zero-shot2026.03 | 82.4 | 80.2 | 81.4 | 80.2 | |
| ACPEvaluation protocol=Supervised, Ablation components=w/o Function, Classifier=SVM2026.03 | 82.4 | 76 | 76 | 76 | |
| ACPEvaluation protocol=Supervised, Classifier=MLP2026.03 | 81.5 | 66.9 | 95.7 | 52 | |
| BERTClassifier=SVM2026.03 | 79.4 | 72 | 72 | 72 | |
| ACPEvaluation protocol=Zero-shot, Ablation components=w/o Verifier2026.03 | 79.4 | 77.4 | 78.1 | 77.5 | |
| ACPEvaluation protocol=Supervised, Ablation components=w/o Verifier, Classifier=SVM2026.03 | 77.9 | 61.5 | 85.7 | 48 | |
| RoBERTaClassifier=SVM2026.03 | 75 | 66.7 | 65.4 | 68 | |
| ACPEvaluation protocol=Supervised, Ablation components=w/o Function, Classifier=MLP2026.03 | 74.1 | 49.8 | 86.6 | 35.2 | |
| BERTClassifier=MLP2026.03 | 73.7 | 59.5 | 68.3 | 52.8 | |
| ACPEvaluation protocol=Supervised, Ablation components=w/o Verifier, Classifier=MLP2026.03 | 73.2 | 44.5 | 94.4 | 29.6 | |
| HandcraftedClassifier=SVM2026.03 | 70.6 | 67.8 | 56.8 | 84 | |
| LLM-CoT2026.03 | 70.6 | 66.7 | 57.1 | 80 | |
| RoBERTaClassifier=MLP2026.03 | 70.4 | 53.9 | 63.1 | 47.2 | |
| ACPEvaluation protocol=Zero-shot, Ablation components=w/o Function2026.03 | 69.1 | 63.3 | 66.8 | 63 | |
| HandcraftedClassifier=MLP2026.03 | 68.2 | 55.7 | 58.3 | 54.4 |