Visit-level Disease Prediction on MIMIC III (400 index visits)
83.89AccuracyLLaMA3-8B + KG-CoT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LLaMA3-8B + KG-CoTfine-tuned=true, reasoning_method=KG-CoT2025.12 | 83.89 | 0.6683 | 0.4049 | 40.5 | |
| Gemma-7B + KG-CoTfine-tuned=true, reasoning_method=KG-CoT2025.12 | 82.11 | 0.6648 | 0.4002 | 39.76 | |
| XGBoost2025.12 | 80.18 | 0.6476 | 0.3938 | 20.9 | |
| RF2025.12 | 79.99 | 0.6155 | 0.3687 | 19.7 | |
| Logistic Regression2025.12 | 75.03 | 0.669 | 0.397 | 9.9 | |
| Gemma-7Boriginal=true2025.12 | 74.75 | 0.5152 | 0.2528 | 1.69 | |
| SVM2025.12 | 73.85 | 0.6468 | 0.3824 | 12.46 | |
| MLP2025.12 | 73.34 | 0.6492 | 0.3803 | 13.68 | |
| SGD2025.12 | 72.77 | 0.6342 | 0.3595 | 11.83 | |
| Naive Bayes2025.12 | 58.1 | 0.601 | 0.3373 | 36.72 | |
| LLaMA3-8Boriginal=true2025.12 | 47.09 | 0.5604 | 0.2773 | 33.27 |