Can LLM Agents Respond to Disasters? Benchmark — leaderboard
Metric: AVG (self-reported). Source: benchmarklist.com. 15 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash | 53.74 |
| 2 | Qwen 3.5 397B A17B | 53.45 |
| 3 | MiMo-V2-Pro | 52.89 |
| 4 | Grok 4.1 Fast | 52.1 |
| 5 | Claude Sonnet 4.6 | 52.01 |
| 6 | Gemma 4 31B | 51.17 |
| 7 | MiniMax-M2.7 | 48.35 |
| 8 | DeepSeek V3.2 | 48.23 |
| 9 | GPT-5.4 | 47.63 |
| 10 | Step 3.5 Flash | 46.68 |
| 11 | GPT-5.4 Nano | 38.14 |
| 12 | GPT-OSS-120B | 35.11 |
| 13 | Qwen 3.5 35B A3B | 24.01 |
| 14 | Qwen 3 VL 235B A22B | 18.3 |
Interactive version: theaggregate.ai/benchmark?slug=can-llm-agents-respond-to-disasters-benchmark · How the rankings work · Data refreshed daily, snapshot 2026-07-22.