ICD Code Prediction on MIMIC-III
22.4Micro RecallQuery-Based Model Collaboration
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Query-Based Model CollaborationAugmentation Method=Ours, Inference Model=GPT-4o, Evaluation Protocol=Zero-shot retrieval2025.09 | 22.4 | 16.8 | 19.2 | 18.9 | 20.3 | 19.6 | |
| NoneAugmentation Method=None, Inference Model=GPT-4o, Evaluation Protocol=Zero-shot retrieval2025.09 | 22.1 | 15.9 | 18.5 | 17.8 | 19.7 | 18.7 | |
| CATOAugmentation Method=CATO, Inference Model=GPT-4o, Evaluation Protocol=Zero-shot retrieval2025.09 | 15.3 | 14.1 | 14.7 | 16.6 | 17.3 | 16.9 | |
| NaiveAugmentation Method=Naive LLM-based augmentation, Inference Model=GPT-4o, Evaluation Protocol=Zero-shot retrieval2025.09 | 14.6 | 13.8 | 14.9 | 13.3 | 14.6 | 13.9 |