Multi-disaster type classification on Incidents Dataset C1
97Precision (Drought)DPA (ChatGPT-5.1)
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DPA (ChatGPT-5.1)Backbone=ChatGPT-5.1, Protocol=Zero-shot2026.06 | 97 | 95 | 92 | 97 | 97 | 99 | 85 | 56 | 92 | 100 | 70 | 97 | 91 | 70 | 92 | 99 | 82 | 98 | 88 | |
| DPA (GPT-5-mini)Backbone=GPT-5-mini, Protocol=Zero-shot2026.06 | 95 | 91 | 90 | 98 | 100 | 99 | 93 | 58 | 97 | 99 | 86 | 98 | 94 | 71 | 94 | 99 | 93 | 98 | 92 | |
| DPA (Gemini-2.5-flash)Backbone=Gemini-2.5-flash, Protocol=Zero-shot2026.06 | 95 | 95 | 90 | 91 | 100 | 99 | 93 | 50 | 92 | 100 | 50 | 99 | 94 | 65 | 91 | 95 | 67 | 99 | 86 |