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#compliance-automation News & Analysis

2 articles tagged with #compliance-automation. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv – CS AI · Apr 147/10
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Governed Reasoning for Institutional AI

Researchers propose Cognitive Core, a governed AI architecture designed for high-stakes institutional decisions that achieves 91% accuracy on prior authorization appeals while eliminating silent errors—a critical failure mode where AI systems make incorrect determinations without human review. The framework introduces 'governability' as a primary evaluation metric alongside accuracy, demonstrating that institutional AI requires fundamentally different design principles than general-purpose agents.

AINeutralarXiv – CS AI · May 16/10
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Knowledge Graph Representations for LLM-Based Policy Compliance Reasoning

Researchers have developed an agentic framework that uses knowledge graphs to help large language models understand and reason about AI policy documents. The system was tested on multiple AI safety regulations, demonstrating that knowledge graph augmentation improves LLM performance across various reasoning tasks from simple entity lookup to complex cross-policy inference.