Length-of-stay prediction on MIMIC-III (test)
13.11RMSEQuery-Based Model Collaboration
Evaluation Results
| Method | Links | |
|---|---|---|
| Query-Based Model CollaborationModel=BERT, Augmentation Method=Ours2025.09 | 13.11 | |
| CATOModel=BERT, Augmentation Method=CATO2025.09 | 13.504 | |
| NaiveModel=BERT, Augmentation Method=Naive2025.09 | 13.572 | |
| Biomedical LLMModel=BERT, Augmentation Method=Biomedical LLM2025.09 | 14.012 | |
| SynName+SciNameModel=BERT, Augmentation Method=SynName+SciName2025.09 | 15.029 | |
| NoneModel=BERT, Augmentation Method=None2025.09 | 15.403 | |
| Query-Based Model CollaborationModel=Qwen-3, Augmentation Method=Ours2025.09 | 15.563 | |
| NaiveModel=Qwen-3, Augmentation Method=Naive2025.09 | 16.357 | |
| SynName+SciNameModel=Qwen-3, Augmentation Method=SynName+SciName2025.09 | 17.582 | |
| NoneModel=Qwen-3, Augmentation Method=None2025.09 | 17.835 | |
| CATOModel=Qwen-3, Augmentation Method=CATO2025.09 | 18.677 | |
| Biomedical LLMModel=Qwen-3, Augmentation Method=Biomedical LLM2025.09 | 19.038 | |
| Zero-ShotModel=Qwen-3, Augmentation Method=Zero-Shot2025.09 | 73.277 |