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Length-of-stay prediction on MIMIC-III (test)

13.11RMSEQuery-Based Model Collaboration
10.7033226.9484143.193559.43859Sep 25, 2025

Evaluation results

MethodLinks
Query-Based Model CollaborationModel=BERT, Augmentation Method=Ours2025.0913.11
CATOModel=BERT, Augmentation Method=CATO2025.0913.504
NaiveModel=BERT, Augmentation Method=Naive2025.0913.572
Biomedical LLMModel=BERT, Augmentation Method=Biomedical LLM2025.0914.012
SynName+SciNameModel=BERT, Augmentation Method=SynName+SciName2025.0915.029
NoneModel=BERT, Augmentation Method=None2025.0915.403
Query-Based Model CollaborationModel=Qwen-3, Augmentation Method=Ours2025.0915.563
NaiveModel=Qwen-3, Augmentation Method=Naive2025.0916.357
SynName+SciNameModel=Qwen-3, Augmentation Method=SynName+SciName2025.0917.582
NoneModel=Qwen-3, Augmentation Method=None2025.0917.835
CATOModel=Qwen-3, Augmentation Method=CATO2025.0918.677
Biomedical LLMModel=Qwen-3, Augmentation Method=Biomedical LLM2025.0919.038
Zero-ShotModel=Qwen-3, Augmentation Method=Zero-Shot2025.0973.277