Auditing an LLM-built knowledge graph: 0 of 186 facts matched verbatim, 1/3 of edges hit wrong entities

JeremyCMorgan · x · 2026-10-30

A deep-dive on LLM knowledge-graph quality: the author audited a graph extracted by an LLM and found none of 186 facts matched the source verbatim, and one in three edges pointed at the wrong entity. The takeaway: without an audit step in your extraction pipeline, assume these numbers are yours.

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