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Hangzhou Dianzi University
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Stop optimizing generative engines in isolation: MAGEO learns reusable editing strategies that dramatically improve visibility and citation fidelity across diverse engines.
LLMs struggle with GIS tasks due to parameter misalignment and runtime anomalies, but a "Plan-and-React" architecture that mimics expert cognitive workflows significantly improves performance.
