DORA (No Tools): leaderboard
Metric: Final-answer accuracy (%, AVG: unweighted mean of the five task-dimension accuracies) of the tool-free baseline: the vision-language model receives the raw imagery and question and answers in one step without any tool, on the 515 expert-authored DORA disaster-response tasks scored by the same typed rules; higher is better. Source: arxiv.org. Saturation forecast: Around September 2028. 2 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash | 18.55 |
| 2 | Qwen 3 VL 235B A22B | 18.3 |
Interactive version: theaggregate.ai/benchmark?slug=dora-no-tools · How It Works · Data refreshed daily, snapshot 2026-10-07.