GeoGR 2:Zero-Shot Geospatial Inference via Geostatistically-Guided Iterative Refinement with LLMs

arXiv:2508.04080 · cs.AI, stat.OT · Submitted 2025-08-06 · Read on arXiv

cs.AI, stat.OT

Submitted: 2025-08-06

Updated: 2026-08-31

Code: https://github.com/JinfanTang/GeoSR

Terminology

• Accuracy — 18× in this paper · explained in 1 episode
• Consistency — 7× in this paper · explained in 3 episodes
• Fine-Tuning — 7× in this paper · explained in 5 episodes
• Iterative Refinement — 7× in this paper · explained in 3 episodes
• Ablation — 5× in this paper · explained in 1 episode
• Agentic Reasoning — 5× in this paper · explained in 1 episode
• Large Language Models (LLMs) — 5× in this paper · explained in 6 episodes
• Ablation study — 4× in this paper · explained in 1 episode
• Adam — 4× in this paper · explained in 2 episodes
• Core — 4× in this paper · explained in 2 episodes
• Self-consistency — 3× in this paper · explained in 2 episodes
• Adaptability — 2× in this paper · explained in 1 episode
• Agentic Loop — 2× in this paper · explained in 1 episode
• Alignment — 2× in this paper · explained in 1 episode
• Clustering — 2× in this paper · explained in 2 episodes
• Generalization — 2× in this paper · explained in 13 episodes
• Grounding — 2× in this paper · explained in 3 episodes
• Multi-hop Reasoning — 2× in this paper · explained in 3 episodes
• Structured Reasoning — 2× in this paper · explained in 3 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Benchmark — 1× in this paper · explained in 2 episodes
• Chain-of-Thought (CoT) — 1× in this paper · explained in 4 episodes
• Chain-of-Thought (CoT) Prompting — 1× in this paper · explained in 3 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Generalizability — 1× in this paper · explained in 6 episodes
• Mixture-of-Experts (MoE) — 1× in this paper · explained in 7 episodes
• Multi-Agent System — 1× in this paper · explained in 5 episodes
• Multi-agent Collaboration — 1× in this paper · explained in 2 episodes
• Prompt Engineering — 1× in this paper · explained in 4 episodes
• RAG — 1× in this paper · explained in 3 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Systematic Bias — 1× in this paper · explained in 3 episodes

Sources

• GeoGPT: Understanding and Processing Geospatial Tasks through An Autonomous GPT
• Cognitive Architectures for Language Agents

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