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Benchmarks
Length-of-stay prediction on MIMIC-III (test)
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13.11
RMSE
Query-Based Model Collaboration
10.70332
26.94841
43.1935
59.43859
Sep 25, 2025
RMSE
Updated 25d ago
Evaluation Results
Method
Method
Links
RMSE
Query-Based Model Collaboration
Model=BERT, Augmentati...
2025.09
13.11
CATO
Model=BERT, Augmentati...
2025.09
13.504
Naive
Model=BERT, Augmentati...
2025.09
13.572
Biomedical LLM
Model=BERT, Augmentati...
2025.09
14.012
SynName+SciName
Model=BERT, Augmentati...
2025.09
15.029
None
Model=BERT, Augmentati...
2025.09
15.403
Query-Based Model Collaboration
Model=Qwen-3, Augmenta...
2025.09
15.563
Naive
Model=Qwen-3, Augmenta...
2025.09
16.357
SynName+SciName
Model=Qwen-3, Augmenta...
2025.09
17.582
None
Model=Qwen-3, Augmenta...
2025.09
17.835
CATO
Model=Qwen-3, Augmenta...
2025.09
18.677
Biomedical LLM
Model=Qwen-3, Augmenta...
2025.09
19.038
Zero-Shot
Model=Qwen-3, Augmenta...
2025.09
73.277
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