Readmission prediction on MIMIC-III (test)
75.7AccuracyQuery-Based Model Collaboration
Evaluation results
| Method | Links | |
|---|---|---|
| Query-Based Model CollaborationModel=BERT, Augmentation Method=Ours2025.09 | 75.7 | |
| NaiveModel=BERT, Augmentation Method=Naive2025.09 | 73.6 | |
| CATOModel=BERT, Augmentation Method=CATO2025.09 | 73 | |
| Biomedical LLMModel=BERT, Augmentation Method=Biomedical LLM2025.09 | 72.9 | |
| SynName+SciNameModel=BERT, Augmentation Method=SynName+SciName2025.09 | 72.2 | |
| NoneModel=BERT, Augmentation Method=None2025.09 | 72.1 | |
| Query-Based Model CollaborationModel=Qwen-3, Augmentation Method=Ours2025.09 | 59.9 | |
| CATOModel=Qwen-3, Augmentation Method=CATO2025.09 | 55.2 | |
| Biomedical LLMModel=Qwen-3, Augmentation Method=Biomedical LLM2025.09 | 53.5 | |
| NoneModel=Qwen-3, Augmentation Method=None2025.09 | 52.6 | |
| SynName+SciNameModel=Qwen-3, Augmentation Method=SynName+SciName2025.09 | 52.4 | |
| NaiveModel=Qwen-3, Augmentation Method=Naive2025.09 | 52 | |
| Zero-ShotModel=Qwen-3, Augmentation Method=Zero-Shot2025.09 | 51.1 |