Typed knowledge graphs improve LLM accuracy on industrial asset operations from 65% to 82-99% via structured retrieval, deterministic execution, and generation-augmented knowledge for missing facts.
ISO 14224:2016 — petroleum, petrochemical and natural gas industries — collection and exchange of reliability and maintenance data for equipment
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Knowledge Graphs as the Missing Data Layer for LLM-Based Industrial Asset Operations
Typed knowledge graphs improve LLM accuracy on industrial asset operations from 65% to 82-99% via structured retrieval, deterministic execution, and generation-augmented knowledge for missing facts.