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Compliance Map: Connecting Regulations and Frameworks for Smart Audits

Talkat NODES 2024 · on Thursday, 2024-11-07· [large-language-models, databases]
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Takes the DPTM checklist (50 regulatory requirements) and maps each to the NIST Privacy Framework (100 sub‑requirements) by creating contextualized framework descriptions, embedding text with text-embedding-3-small and scoring cosine similarity (top‑5 per requirement), loading results into a Neo4j graph for visualization. Uses GPT‑4 Turbo for extraction and RAG-style prompts. Finds only 49 of 100 framework items actually map to DPTM, produces an interactive Compliance Map that reduces redundant audit work and validates relevant links.

AI-written summary · about

  1. 0:00Introduction to Compliance Map
  2. 1:14Compliance System Overview
  3. 3:20Document Mapping Challenges
  4. 6:31Regulation to Framework Mapping
  5. 8:20Technical Process of Compliance Map
  6. 17:48Live Demo of Compliance Map
  7. 23:25Key Findings and Insights
  8. 26:17Future Work and Conclusion
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