OmniEarth - Damage Assessment Reasoning: leaderboard

Metric: Top-1 accuracy (%) on the Damage Assessment Reasoning (DAR) task of OmniEarth, zero-shot with each model's default inference settings; higher is better. Source: arxiv.org. Saturation forecast: Around November 2027. 16 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 2.5 VL 72B Instruct40.6#364
2Gemini 2.0 Flash39.9#331
3GLM-4.6V39.6#309
4InternVL3-8B37.7#606
5GPT-4o31.9#333

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=omniearth-damage-assessment-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-11.