When the same RAG-vs-fine-tuning-vs-PEFT query was run through a simple ChromaDB vector retrieval setup (chunked identically to GraphRAG), it returned a sparse, less specific list lacking detailed supporting arguments, inferior to GraphRAG's global, local, and drift responses.

factualpending

Speaker

Adam Lucik

Evidence Quote

we get back what is a little bit of a sorry response in comparison to some of the earlier ones that we see we see just a simple list

Source

Knowledge Graph or Vector Database… Which is Better?Adam Lucek
Created: 6/18/2026, 1:58:48 PM

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