Drug Recommendation on MIMIC-IV
61.28F1 ScoreOracle
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Oracletraining_mode=trained on target data2025.06 | 61.28 | 74.31 | — | — | — | |
| UDONCAREtraining_mode=trained on source data2025.06 | 59.23 | 73.07 | — | — | — | |
| MLDGtraining_mode=trained on source data2025.06 | 56.77 | 70.29 | — | — | — | |
| CondAdvtraining_mode=trained on source data2025.06 | 55.62 | 71.48 | — | — | — | |
| ManyDGtraining_mode=trained on source data2025.06 | 55.27 | 71.26 | — | — | — | |
| IRMtraining_mode=trained on source data2025.06 | 54.57 | 69.12 | — | — | — | |
| DANNtraining_mode=trained on source data2025.06 | 53.43 | 69.63 | — | — | — | |
| Basetraining_mode=trained on source data2025.06 | 53.13 | 66.94 | — | — | — | |
| PACE-RAGBackbone model=Qwen3-8B2026.03 | 47.22 | — | 52.32 | 57.03 | 45.94 | |
| TreatRAGBackbone model=Qwen3-8B2026.03 | 41.12 | — | 38.93 | 54.76 | 36.42 | |
| MedReflectBackbone model=Qwen3-8B2026.03 | 37.65 | — | 46.01 | 42.19 | 38.14 | |
| PACE-RAGBackbone model=Llama3.1-8B-Instruct2026.03 | 36.93 | — | 42.71 | 49.17 | 34.6 | |
| TreatRAGBackbone model=Llama3.1-8B-Instruct2026.03 | 35.28 | — | 34.33 | 65.53 | 26.07 | |
| Zero-shot BaselineBackbone model=Qwen3-8B2026.03 | 34.2 | — | 38.38 | 47.52 | 29.05 | |
| MedReflectBackbone model=Llama3.1-8B-Instruct2026.03 | 28.87 | — | 36.98 | 37.09 | 28.15 | |
| Guideline RAGBackbone model=Qwen3-8B2026.03 | 27.51 | — | 28.48 | 39.95 | 22.58 | |
| Guideline RAGBackbone model=Llama3.1-8B-Instruct2026.03 | 26.69 | — | 27.36 | 46.68 | 20.39 | |
| Zero-shot BaselineBackbone model=Llama3.1-8B-Instruct2026.03 | 24.73 | — | 24.39 | 49.56 | 17.58 |