Mortality Prediction on MIMIC IV (F1, Jaccard, AUPRC, AUROC, Average)
2.93AUPRCK2K
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| K2KType=LLM, Base Model=BioMistral-7B, Evaluation Protocol=Fine-tuned2026.04 | 2.93 | 6.61 | 3.42 | 66.5 | 19.87 | |
| Standard RAGType=LLM, Base Model=BioMistral-7B, Evaluation Protocol=Fine-tuned2026.04 | 2.74 | 2.45 | 1.61 | 55.92 | 15.68 | |
| w/o retrieverType=LLM, Base Model=Meditron3-Qwen2.5-7B, Evaluation Protocol=Fine-tuned2026.04 | 2.72 | 3.41 | 1.73 | 63.52 | 17.85 | |
| K2KType=LLM, Base Model=Meditron3-Qwen2.5-7B, Evaluation Protocol=Fine-tuned2026.04 | 2.59 | 5.1 | 2.61 | 63.85 | 18.54 | |
| Standard RAGType=LLM, Base Model=Meditron3-Qwen2.5-7B, Evaluation Protocol=Fine-tuned2026.04 | 2.35 | 4.47 | 2.29 | 64.87 | 18.49 | |
| Prompt-basedType=LLM, Base Model=Meditron3-Qwen2.5-7B, Evaluation Protocol=Fine-tuned2026.04 | 2.17 | 4.17 | 2.13 | 59.68 | 17.04 | |
| KAREType=LLM, Base Model=Meditron3-Qwen2.5-7B, Evaluation Protocol=Fine-tuned2026.04 | 1.96 | 4.41 | 2.25 | 59.2 | 16.96 | |
| GRUType=ML2026.04 | 1.66 | 3.2 | 1.62 | 53.71 | 15.05 | |
| TCNType=ML2026.04 | 1.63 | 2.92 | 1.48 | 54.17 | 15.05 | |
| StageNetType=ML2026.04 | 1.6 | 2.96 | 1.5 | 51.11 | 14.29 | |
| DeeprType=ML2026.04 | 1.57 | 2.86 | 1.46 | 51.48 | 14.34 | |
| AdaCareType=ML2026.04 | 1.53 | 2.98 | 1.52 | 51.41 | 14.36 | |
| Prompt-basedType=LLM, Base Model=BioMistral-7B, Evaluation Protocol=Fine-tuned2026.04 | 1.49 | 3.16 | 1.6 | 48.26 | 13.63 | |
| KAREType=LLM, Base Model=BioMistral-7B, Evaluation Protocol=Fine-tuned2026.04 | 1.46 | 1.33 | 0.67 | 49.55 | 13.25 | |
| RETAINType=ML2026.04 | 1.43 | 2.78 | 1.41 | 47.18 | 13.2 | |
| w/o retrieverType=LLM, Base Model=BioMistral-7B, Evaluation Protocol=Fine-tuned2026.04 | 1.3 | 1.08 | 0.5 | 44.61 | 11.87 | |
| HyMaTE2025.09 | 0.648 | — | — | 0.907 | — | |
| EHR-Mamba2025.09 | 0.637 | — | — | 0.881 | — | |
| DuETT2025.09 | 0.605 | — | — | 0.852 | — | |
| STraTS2025.09 | 0.295 | — | — | 0.692 | — | |
| SeFT2025.09 | 0.288 | — | — | 0.644 | — |