Accident-score regression on E4B (test)
0.06RMSEOracle Routed Regressor
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Oracle Routed RegressorStrategy=Routed Regression Pipeline, Routing=Ground-truth risk (Oracle)2026.07 | 0.06 | 0.019 | 0.756 | 0.536 | |
| E4B Fine-TunedStrategy=Fine-Tuned2026.07 | 0.071 | 0.031 | 0.245 | 0.133 | |
| Routed RegressorStrategy=Routed Regression Pipeline, Routing=Learned2026.07 | 0.078 | 0.033 | 0.492 | 0.067 | |
| E4B OracleStrategy=Prompting-only, Input=Images + Ground-truth info2026.07 | 0.254 | 0.198 | 0.052 | 18.545 | |
| E4B ReportStrategy=Prompting-only, Input=Images + Form 57 reports2026.07 | 0.432 | 0.315 | 0.014 | 57.704 | |
| E4B No ReportStrategy=Prompting-only, Input=Image-only2026.07 | 0.562 | 0.309 | 0.011 | 95.915 |