EarthSpatialBench (CoT) - 8-Direction Classification: leaderboard
Metric: Macro-averaged F1 (%) on EarthSpatialBench eight-way compass-direction questions on 512x512 SatlasPretrain Earth images at about 1 m resolution, chain-of-thought prompting; higher is better. Source: arxiv.org. Saturation forecast: Around September 2027. 6 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5 | 49 | #91 |
| 2 | Gemini 2.5 Pro | 46 | #145 |
| 3 | Claude 3.5 Sonnet | 41 | #337 |
| 4 | Qwen 3 VL 30B A3B (Thinking) | 38 | #338 (Qwen 3 VL 30B A3B) |
| 5 | Qwen 3 VL 30B A3B Instruct | 34 | #365 |
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-8-direction-classification · How It Works · Data refreshed daily, snapshot 2026-10-11.