Preprint
Aug 2026
GeoForge: Non-Parametric Self-Evolving Agents for Earth-Observation Reasoning
GeoForge is a training-free, self-evolving framework that transforms completed trajectories into a structured nonparametric execution state, and consistently improves both task accuracy and tool-use trajectory quality across diverse LLM backbones, while substantially reducing tool-planning and reasoning errors for most...
Xin Xiao, Jiang Zhong, Jun-Nan Zhu et al.
· 1 citation