Length of Stay on eICU
9,089.2MSEMeta-Llama-3-8B
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Meta-Llama-3-8BInitialization=Scratch2026.04 | 9,089.2 | 62.98 | 0.7406 | 0.7537 | |
| Phi-3-Mini-4K-InstructInitialization=Scratch2026.04 | 9,101.2 | 62.64 | 0.7403 | 0.7552 | |
| DeepSeek-LLM-7B-BaseInitialization=Scratch2026.04 | 9,112.9 | 62.7 | 0.7399 | 0.7528 | |
| Mistral-7B-v0.1Initialization=Scratch2026.04 | 9,145 | 65.08 | 0.7388 | 0.7543 | |
| Meditron-7BInitialization=Scratch2026.04 | 9,229.9 | 66.66 | 0.737 | 0.7513 | |
| DeepSeek-LLM-7B-BaseInitialization=Contrastive2026.04 | 9,232.2 | 63.8 | 0.7357 | 0.7531 | |
| Mistral-7B-v0.1Initialization=Contrastive2026.04 | 9,256.3 | 66.01 | 0.7352 | 0.7488 | |
| Phi-3-Mini-4K-InstructInitialization=Contrastive2026.04 | 9,322.3 | 64.74 | 0.7327 | 0.7516 | |
| BioMistral-7BInitialization=Scratch2026.04 | 9,333.5 | 65.04 | 0.7333 | 0.7582 | |
| Meta-Llama-3-8BInitialization=Contrastive2026.04 | 9,377.1 | 66.7 | 0.7312 | 0.7497 | |
| BioMistral-7BInitialization=Contrastive2026.04 | 9,420 | 64.83 | 0.7299 | 0.7498 | |
| Meditron-7BInitialization=Contrastive2026.04 | 9,426.8 | 66.72 | 0.729 | 0.7493 | |
| Multi-layer PerceptronInitialization=Contrastive2026.04 | 13,331.2 | 81.88 | 0.581 | 0.6016 | |
| Multi-layer PerceptronInitialization=Scratch2026.04 | 13,356.1 | 81.97 | 0.5802 | 0.6002 | |
| LSTMInitialization=Contrastive2026.04 | 14,233 | 83.64 | 0.547 | 0.6105 | |
| LSTMInitialization=Scratch2026.04 | 14,799.3 | 84.68 | 0.5309 | 0.6009 |