Visit-level Disease Prediction (10 diseases) on MIMIC III (1000 index visits)
0.854AccuracyLLaMA3-8B + KG-CoT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LLaMA3-8B + KG-CoTfine-tuned=true, reasoning_method=KG-CoT2025.12 | 0.854 | 0.6966 | 0.4662 | 0.4053 | |
| Gemma-7B + KG-CoTfine-tuned=true, reasoning_method=KG-CoT2025.12 | 0.8458 | 0.6609 | 0.4363 | 0.4263 | |
| XGBoost2025.12 | 0.8159 | 0.6799 | 0.4309 | 0.3065 | |
| RF2025.12 | 0.8107 | 0.6574 | 0.4024 | 0.2191 | |
| Gemma-7Boriginal=true2025.12 | 0.7475 | 0.5152 | 0.2528 | 0.0169 | |
| SVM2025.12 | 0.7391 | 0.6873 | 0.4256 | 0.1275 | |
| Logistic Regression2025.12 | 0.728 | 0.6874 | 0.4178 | 0.1238 | |
| MLP2025.12 | 0.7029 | 0.6642 | 0.3911 | 0.1917 | |
| SGD2025.12 | 0.6886 | 0.6563 | 0.384 | 0.1508 | |
| Naive Bayes2025.12 | 0.5394 | 0.6224 | 0.3581 | 0.3836 | |
| LLaMA3-8Boriginal=true2025.12 | 0.4709 | 0.5604 | 0.2773 | 0.3327 |