| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MIMIC-III | FeatEHR-LLM | AUROC94.1 | 59 | 13d ago | |
| MIMIC-IV | LLM-as-RNN | Acc@164.34 | 40 | 3mo ago | |
| EHRSHOT Chest X-ray Findings | CLMBR-T | AUPRC62.3 | 20 | 2mo ago | |
| EHRSHOT Anticipating Labs | Global-Rubric | AUPRC77.3 | 20 | 2mo ago | |
| EHRSHOT Assignment of New Diag. | Global-Rubric | AUPRC23.6 | 20 | 2mo ago | |
| EHRSHOT Overall | Global-Rubric | AUPRC45.9 | 20 | 2mo ago | |
| EHRSHOT Overall 1.0 (test) | Local-Rubric | AUROC77.2 | 20 | 2mo ago | |
| CRADLE | RAM-EHR | Accuracy80.41 | 17 | 3mo ago | |
| PhysioNet sepsis benchmark 2019 (test) | LIME | CPD0.29 | 15 | 3mo ago | |
| MIMIC-DOS | Valid Rate100 | 9 | 2mo ago | ||
| EICU Shock-48 | FeatEHR-LLM | AUROC86.8 | 6 | 1mo ago | |
| EICU ARF-48 | AUROC84.6 | 6 | 1mo ago | ||
| EICU Shock-12 | FeatEHR-LLM | AUROC77.5 | 6 | 1mo ago | |
| EICU IHM-48 | FeatEHR-LLM | AUROC0.838 | 6 | 1mo ago | |
| P19 PhysioNet 2019 | FeatEHR-LLM | AUROC92.1 | 6 | 1mo ago | |
| EHR held-out hospital (test) | Practice-Invariant | AUROC0.842 | 4 | 2mo ago | |
| EHR In-distribution hospitals (train) | Practice-Invariant | AUROC86.7 | 4 | 2mo ago |
