Evacuation Prediction on Combined Data (Carr, Kincade, and Marshall Fires)
97.6PrecisionFLARE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FLAREBackbone=GPT-4o, Class=Evacuate2025.02 | 97.6 | 75.9 | 82.3 | 81.6 | 80.2 | 82.4 | |
| FLAREBackbone=Claude-3.5, Class=Evacuate2025.02 | 91.1 | 94.4 | 92.7 | 89.5 | 86.8 | 89.3 | |
| GPT-4o InferenceClass=Evacuate2025.02 | 86 | 82 | 84 | 73.8 | 55.7 | 75.2 | |
| FLAREBackbone=Claude-3.5, Class=Stay2025.02 | 85 | 75 | 81 | 89.5 | 86.8 | 89.3 | |
| Random ForestClass=Evacuate2025.02 | 78 | 83 | 80 | 73.5 | 66.5 | 70.8 | |
| Logistic RegressionClass=Evacuate2025.02 | 77 | 78 | 77 | 69.7 | 64 | 67.9 | |
| HCMClass=Evacuate2025.02 | 76.1 | 86.8 | 80.9 | 73.2 | 67.5 | 71.9 | |
| FLAREBackbone=GPT-o3-mini, Class=Evacuate2025.02 | 75.9 | 83.7 | 77 | 79 | 77 | 79.8 | |
| HCMClass=Stay2025.02 | 64.7 | 47.4 | 54.2 | 73.2 | 67.5 | 71.9 | |
| Random ForestClass=Stay2025.02 | 63 | 55 | 59 | 73.5 | 66.5 | 70.8 | |
| FLAREBackbone=GPT-4o, Class=Stay2025.02 | 61.8 | 95.5 | 75 | 81.6 | 80.2 | 82.4 | |
| FLAREBackbone=GPT-o3-mini, Class=Stay2025.02 | 59.4 | 86.4 | 70.4 | 79 | 77 | 79.8 | |
| Logistic RegressionClass=Stay2025.02 | 56 | 54 | 55 | 69.7 | 64 | 67.9 | |
| GPT-4o InferenceClass=Stay2025.02 | 24 | 31 | 27 | 73.8 | 55.7 | 75.2 |