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GROUND: Reducing Hallucinations in LLM-Based Enterprise Analytics Through Governed Semantic Definitions

arXiv cs.AI · 2026-08-28 Cached

The paper introduces GROUND, a governed semantic-retrieval framework that constrains LLM-generated analytics to approved business definitions, effectively reducing hallucinations in enterprise data analysis while ensuring compliance with security and data policies.

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Auditable by Construction: An Ontology-Driven Framework for Trustworthy LLM Analytics in Enterprise Finance

arXiv cs.AI · 2026-08-24 Cached

This paper proposes an ontology-driven framework to ensure trustworthiness and auditability in large language model analytics for enterprise financial applications.

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