EarthSpatialBench (CoT) - Direction Counting: leaderboard
Metric: Mean absolute error of the object count on EarthSpatialBench direction-constrained counting questions on 512x512 SatlasPretrain Earth images at about 1 m resolution, chain-of-thought prompting; lower is better. Source: arxiv.org. Saturation forecast: Around January 2027. 6 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5 | 1.46 | #91 |
| 2 | Gemini 2.5 Pro | 1.69 | #145 |
| 3 | Claude 3.5 Sonnet | 1.74 | #337 |
| 4 | Qwen 3 VL 30B A3B Instruct | 1.74 | #365 |
| 5 | Qwen 3 VL 30B A3B (Thinking) | 2.24 | #338 (Qwen 3 VL 30B A3B) |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=earthspatialbench-cot-direction-counting · How It Works · Data refreshed daily, snapshot 2026-10-11.