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Noboru Otsuka

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#edge computing Open access Aug 2026

A Systematic Comparison of RAG Architectures for Geographic POI Question Answering Using OpenStreetMap Data

It is suggested that, in dense-urban POI settings where coordinates are reliable, the marginal benefit of explicit graph edges shrinks for coordinate-computable relationships, while structured spatial processing complements vector retrieval.

Noboru Otsuka · 0 citations

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