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ResearchFormerly WizWand

Discharge Summary Generation on MIMIC-IV (test)

10.11ROUGE-1BioMamba
1.18683.50345.828.1366Aug 5, 2024
Updated 7mo ago

Evaluation results

MethodLinks
BioMambaModel size=1.3B, SFT=true2024.0810.113.697.04
BioMamba-1.3B+SFTArchitecture=Mamba2, Params=1.3B, MIMIC-specific supervised fine-tuning=true2024.0810.113.697.04
Mamba2Model size=1.3B, SFT=true2024.089.993.77.04
BioMambaModel size=130M, SFT=true2024.089.743.336.96
BioMamba-130M+SFTArchitecture=Mamba2, Params=130M, MIMIC-specific supervised fine-tuning=true2024.089.743.336.96
BioMambaModel size=370M, SFT=true2024.089.2236.39
BioMambaModel size=780M, SFT=true2024.089.12.976.3
Mamba2Model size=370M, SFT=true2024.088.962.696.19
Mamba2Model size=780M, SFT=true2024.088.862.736.14
Mamba2Model size=130M, SFT=true2024.088.792.766.3
Meditron3-Gemma2-2BArchitecture=Gemma2, Params=2B, MIMIC-specific supervised fine-tuning=false2024.086.040.553.88
Bio-Medical-Llama-3.2-1BArchitecture=Llama 3.2, Params=1B, MIMIC-specific supervised fine-tuning=false2024.085.580.433.7
Gemma3-1B (fine-tuned)Architecture=Gemma3, Params=1B, MIMIC-specific supervised fine-tuning=false2024.085.550.423.77
Mamba2Model size=1.3B, SFT=false2024.085.330.423.68
BioGPT-Large-PubMedQAArchitecture=GPT-2, Params=1.5B, MIMIC-specific supervised fine-tuning=false2024.085.280.413.3
Mamba2Model size=780M, SFT=false2024.085.220.373.59
Mamba2Model size=130M, SFT=false2024.084.830.353.56
Mamba2Model size=370M, SFT=false2024.084.50.333.31
BioGPT-LargeArchitecture=GPT-2, Params=1.5B, MIMIC-specific supervised fine-tuning=false2024.083.20.22.42
BioMedLMArchitecture=GPT-2, Params=2.7B, MIMIC-specific supervised fine-tuning=false2024.082.180.131.59
BioGPTArchitecture=GPT-2, Params=347M, MIMIC-specific supervised fine-tuning=false2024.081.530.091.26