Next Event Prediction on MIMIC-IV
48F1 Score (macro)E2P-S
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| E2P-SAvg. context tokens=9823, Max. context tokens=86621, Avg. input tokens=220, Max. input tokens=14942025.06 | 48 | — | 76 | 0.66 | 0.72 | 33 | 56 | |
| E2P-TAvg. context tokens=1365, Max. context tokens=4250, Avg. input tokens=1365, Max. input tokens=42502025.06 | 47 | — | 78 | 0.64 | 0.74 | 33 | 57 | |
| E2P-S+TAvg. context tokens=9823, Max. context tokens=86621, Avg. input tokens=1585, Max. input tokens=57442025.06 | 43 | — | 78 | 0.68 | 0.73 | 33 | 55 | |
| E2P-T-1hAvg. context tokens=380, Max. context tokens=3142, Avg. input tokens=380, Max. input tokens=31422025.06 | 42 | — | 64 | 0.67 | 0.89 | 30 | 52 | |
| StatisticAvg. context tokens=n/a, Max. context tokens=n/a, Avg. input tokens=n/a, Max. input tokens=n/a2025.06 | 2 | — | 2 | 0.99 | 0.97 | 3 | 16 | |
| ETHOSAvg. context tokens=1217, Max. context tokens=2048, Avg. input tokens=1217, Max. input tokens=20482025.06 | 0.3 | — | 3 | 1 | 0.97 | 4 | 31 | |
| ClavaDDPM2025.07 | — | 6 | — | — | — | — | — | |
| RawMed2025.07 | — | 16 | — | — | — | — | — | |
| RC-TGAN2025.07 | — | 2 | — | — | — | — | — | |
| Real2025.07 | — | 18 | — | — | — | — | — | |
| SDV2025.07 | — | 5 | — | — | — | — | — |