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Author

Umawadee Detthamrong

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Review Open access Jul 2026

Mapping the intersection of retrieval-augmented generation and knowledge graphs: A bibliometric review (2021–2026)

Objective. The objective of this study was to provide a comprehensive bibliometric review of research at the intersection of retrieval-augmented generation (RAG) and knowledge graphs (KGs), to map the intellectual structure of the field, and to quantify scholarly activity on system architectures, evaluation venues, and...

Wirapong Chansanam, Umawadee Detthamrong, Chunqiu Li · 0 citations

AI-Guided Metadata Construction for Meaning-Driven Digital Knowledge Systems: A Framework for Automated Metadata Generation and Semantic Discovery

An AI-guided framework is developed that aligns AI-assisted metadata extraction with Dublin Core Terms and the FAIR principles for digital libraries, archives, and cultural-heritage repositories and is evaluated as a design-science artefact in which retrieval is not a side feature but a feedback loop.

Wirapong Chansanam, Umawadee Detthamrong, Chunqiu Li et al. · 0 citations

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