In-hospital Duration Prediction on In-hospital dataset (test)
33.43MAEQwen3-32B
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Qwen3-32BType=LLM, Model Setting=RAG-Based Few-Shot (Ours)2026.02 | 33.43 | 47.57 | 0.66 | 24.26 | |
| Quantile Random ForestType=ML, Model Setting=Full-Parameter Training2026.02 | 33.8 | 47.65 | 0.66 | 23.74 | |
| XGBoostType=ML, Model Setting=Full-Parameter Training2026.02 | 34.7 | 47.91 | 0.65 | 25.17 | |
| HuatuoGPT-o1-7BType=LLM, Model Setting=RAG-Based Few-Shot (Ours)2026.02 | 34.98 | 49.59 | 0.63 | 25.23 | |
| Random ForestType=ML, Model Setting=Full-Parameter Training2026.02 | 35.01 | 47.98 | 0.65 | 26.11 | |
| Qwen3-8BType=LLM, Model Setting=RAG-Based Few-Shot (Ours)2026.02 | 35.19 | 50.08 | 0.62 | 25.39 | |
| BaggingType=ML, Model Setting=Full-Parameter Training2026.02 | 36.18 | 50.16 | 0.62 | 26.58 | |
| Gradient Boosting TreesType=ML, Model Setting=Full-Parameter Training2026.02 | 36.61 | 49.85 | 0.62 | 27.56 | |
| Ridge RegressionType=ML, Model Setting=Full-Parameter Training2026.02 | 40.96 | 61.61 | 0.42 | 30.23 | |
| Linear RegressionType=ML, Model Setting=Full-Parameter Training2026.02 | 41.15 | 62.07 | 0.42 | 30.35 | |
| SVRType=ML, Model Setting=Full-Parameter Training2026.02 | 44.63 | 67.78 | 0.3 | 30.51 | |
| Decision TreeType=ML, Model Setting=Full-Parameter Training2026.02 | 49.8 | 70.2 | 0.25 | 35.89 |