Length-of-stay prediction on eICU-LOS (test)
66.05AUROCMILM-2S
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MILM-2SFine-tuning strategy=Two-stage fine-tuning, Backbone=Qwen3-4B-Instruct-25072026.05 | 66.05 | 56.22 | |
| FuseMoE2026.05 | 65.37 | 52.48 | |
| MILM-DirectFine-tuning strategy=Direct fine-tuning, Backbone=Qwen3-4B-Instruct-25072026.05 | 64.97 | 55.76 | |
| mTAND + NoteTimestamp-to-text fusion (TTF)=true2026.05 | 64.79 | 52.2 | |
| UTDE2026.05 | 63.96 | 50.35 | |
| ISTS-PLM2026.05 | 62.66 | 52.79 | |
| ISTS-PLM + NoteTimestamp-to-text fusion (TTF)=true2026.05 | 62.51 | 52.82 | |
| GRU-D2026.05 | 60.48 | 51.13 | |
| VITAL-LLM2026.05 | 60.14 | 50.14 | |
| VITAL-stats2026.05 | 60.01 | 48.12 | |
| VITAL-LLM + NoteTimestamp-to-text fusion (TTF)=true2026.05 | 59.91 | 49.63 | |
| VITAL-stats + NoteTimestamp-to-text fusion (TTF)=true2026.05 | 59.83 | 48.67 | |
| mTAND2026.05 | 58.1 | 50.36 | |
| GRU-D + NoteTimestamp-to-text fusion (TTF)=true2026.05 | 57.4 | 45.84 | |
| Qwen3-4BInference Mode=Zero-shot, Backbone=Qwen3-4B-Instruct-25072026.05 | 55.71 | 45.58 |