Wildfire Evacuation Classification on Combined Data
97.6PrecisionFLARE w/GPT-4o
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FLARE w/GPT-4oClass=Evacuate2025.02 | 97.6 | 75.9 | 85.4 | 81.6 | 80.2 | 82.4 | |
| FLARE w/Claude-3.5Class=Evacuate2025.02 | 91.1 | 94.4 | 92.7 | 89.5 | 86.8 | 89.3 | |
| LLM InferenceClass=Evacuate2025.02 | 86 | 82 | 84 | 73.8 | 55.7 | 75.2 | |
| FLARE w/Claude-3.5Class=Stay2025.02 | 85 | 75 | 81 | 89.5 | 86.8 | 89.3 | |
| Random ForestClass=Evacuate2025.02 | 78 | 83 | 86 | 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 | |
| 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 | |
| FLARE w/GPT-4oClass=Stay2025.02 | 61.8 | 95.5 | 75 | 81.6 | 80.2 | 82.4 | |
| Logistic RegressionClass=Stay2025.02 | 56 | 54 | 55 | 69.7 | 64 | 67.9 | |
| LLM InferenceClass=Stay2025.02 | 24 | 31 | 27 | 73.8 | 55.7 | 75.2 |