Semantic layers cut LLM hallucinations in analytical databases by 34%

Research benchmarks Claude Opus, Sonnet, and GPT-5.4 on 100 accounting queries, showing semantic context layers reduce hallucination rates and improve answer accuracy for LLM-powered data analytics.

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