GraphRAG's indexing data flow loads and splits text into chunks, extracts entities and relationships with an LLM per chunk, merges and summarizes the per-chunk subgraphs, creates embeddings for the nodes, performs community detection, and then generates Community Reports (summaries of information within communities) which are also embedded.

factualpending

Speaker

Adam Lucik

Evidence Quote

it's loading and splitting the text first into chunks it is then going to extract entities and relationships with a language model for each chunk it is then going to merge and summarize the per chunk subgraphs

Source

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

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