EarthVerse: leaderboard

Core percentage on 405 package-scoped scientific investigations, averaging answer correctness and process-rubric score. Model and controller configurations remain distinct, including GPT-5.5 under EarthVerse versus GeoMMAgent.

Metric: Core Score (%, controller-specific). Source: arxiv.org. Saturation forecast: Around January 2027. 25 models tracked.

Top models

#ModelScoreOverall rank
1Claude Fable 584.97#16
2GPT-5.6 Sol81.68#19
3GPT-5.6 Terra80.06#41
4GLM-5.279.17#73
5GPT-5.578.06#31
6Claude Sonnet 4.676.16#90
7Kimi K2.575.32#144
8DeepSeek V4 Flash73.54#137
9Hy372.77#93
10Claude Haiku 4.572.23#280
11Qwen 3.7 Plus70.35#92
12Doubao Seed 2.0 Mini62.99#184
13Gemini 3.1 Flash Lite59.66#191
14MiniMax-M2.744.71#258
15GPT-4o39.23#343

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=earthverse · How It Works · Data refreshed daily, snapshot 2026-10-20.