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 LLMs.
Xin Xiao, Jiang Zhong, Junnan Zhu et al.
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