AI Engineer Problems › Vector Databases & RAG

The Graph Disconnection Graveyard

Medium · AI Engineering · Vector Databases & RAG · Asked at LinkedIn, Amazon

During ingestion, your GraphRAG parser extracts "AAPL", "Apple Inc.", and "Apple" as separate nodes.

Why is this entity duplication fatal for your retrieval pipeline, and what are the trade-offs of using an LLM to resolve these duplicates at extraction time vs. running a post-processing vector clustering step?

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