OmniEarth - Change Description: leaderboard

Metric: CIDEr against reference descriptions, as the paper prints it (scaled by 1000), Change Description (CD) task of OmniEarth, zero-shot with each model's default inference settings; higher is better. Source: arxiv.org. Saturation forecast: Around March 2027. 16 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4o113.3#333
2Qwen 2.5 VL 72B Instruct105.1#364
3InternVL3-8B101#606
4Gemini 2.0 Flash95.1#331
5GLM-4.6V85#309

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

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