GROUND Uses Governed Semantics to Reduce LLM Analytics Hallucinations

Summary

GROUND is a governed semantic-layer framework for safer LLM-based enterprise analytics. It binds user intent to approved business definitions, validates SQL before execution, and retries or abstains on violations. It eliminated measured hallucinations across six categories in a synthetic benchmark and maintained zero filter and row-level-security violations across four models, though undefined-metric refusal remained imperfect.