Length-of-stay prediction on MIMIC-IV-LOS (test)
0.7882AUROCMILM-2S
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MILM-2SFine-tuning strategy=Two-stage fine-tuning, Backbone=Qwen3-4B-Instruct-25072026.05 | 0.7882 | 0.5745 | |
| MILM-DirectFine-tuning strategy=Direct fine-tuning, Backbone=Qwen3-4B-Instruct-25072026.05 | 0.7824 | 0.5743 | |
| FuseMoE2026.05 | 0.7613 | 0.5703 | |
| UTDE2026.05 | 0.7568 | 0.565 | |
| mTAND + NoteTimestamp-to-text fusion (TTF)=true2026.05 | 0.743 | 0.5426 | |
| VITAL-stats + NoteTimestamp-to-text fusion (TTF)=true2026.05 | 0.7399 | 0.5383 | |
| ISTS-PLM2026.05 | 0.7392 | 0.5404 | |
| ISTS-PLM + NoteTimestamp-to-text fusion (TTF)=true2026.05 | 0.7368 | 0.5209 | |
| VITAL-stats2026.05 | 0.7362 | 0.5202 | |
| mTAND2026.05 | 0.7098 | 0.4899 | |
| GRU-D + NoteTimestamp-to-text fusion (TTF)=true2026.05 | 0.7093 | 0.4784 | |
| GRU-D2026.05 | 0.7008 | 0.4689 | |
| Qwen3-4BInference Mode=Zero-shot, Backbone=Qwen3-4B-Instruct-25072026.05 | 0.6798 | 0.4482 | |
| VITAL-LLM + NoteTimestamp-to-text fusion (TTF)=true2026.05 | 0.6797 | 0.4749 | |
| VITAL-LLM2026.05 | 0.676 | 0.4594 |