TerraLogic - Spatial Statistics Toolkit: leaderboard

Metric: End-to-end score (%) of tool-augmented predictions on the Spatial Statistics toolkit over the 545 TerraLogic remote-sensing tasks, each model driving the HieraPlan tool agent under a ReAct-style protocol in OpenCompass; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 12 models tracked.

Top models

#ModelScore
1GPT-4o88.38
2Qwen 2.5 7B Instruct73.03
3Llama 3 70B Instruct71.62
4Qwen 2.5 32B Instruct67.4
5DeepSeek V366.04
6GPT-3.561.04
7InternLM3-8B-Instruct53.7
8Mistral 7B Instruct (v0.2)44.05
9Gemini 2.5 Flash40.89
10Yi-1.5-6B-Chat38.73
11Phi-3 Mini 4K Instruct7.52

Interactive version: theaggregate.ai/benchmark?slug=terralogic-spatial-statistics-toolkit · How It Works · Data refreshed daily, snapshot 2026-09-29.