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How Semantic Layers Eliminate SQL Hallucinations in LLM Systems

LLMs generate invalid SQL when they lack schema context. Graph-based semantic layers represent database schemas as knowledge graphs, enabling accurate multi-hop reasoning and eliminating hallucinations.

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How Semantic Layers Eliminate SQL Hallucinations in LLM Systems