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Forget cloud-based LLM hallucinations: G-DRAGON uses a lightweight LLM with retrieval to ground outdoor robot navigation in local, versioned OpenStreetMap data, enabling robust long-range planning and "last mile" exploration.
Systematic coverage gaps in retrieval evaluations can lead to misleading assessments, but semantic stratification offers a clearer, more trustworthy framework for understanding retrieval performance.