EarthSpatialBench (Direct) - Intersect Binary Classification: leaderboard

Metric: Macro-averaged F1 (%) on EarthSpatialBench yes/no intersection questions on 512x512 SatlasPretrain Earth images at about 1 m resolution, direct prompting; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 6 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro77#145
2GPT-573#91
3Qwen 3 VL 30B A3B (Thinking)72#338 (Qwen 3 VL 30B A3B)
4Qwen 3 VL 30B A3B Instruct63#365
5Claude 3.5 Sonnet56#337

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

Interactive version: theaggregate.ai/benchmark?slug=earthspatialbench-direct-intersect-binary-classification · How It Works · Data refreshed daily, snapshot 2026-10-11.