OmniEarth - Geo-Entity Understanding: leaderboard

Metric: Top-1 accuracy (%) on the Geo-Entity Understanding (GEU) task of OmniEarth, zero-shot with each model's default inference settings; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 16 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.0 Flash96#331
2GPT-4o91.8#333
3Qwen 2.5 VL 72B Instruct83.7#364
4GLM-4.6V79.7#309
5InternVL3-8B74.8#606

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

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