TAG ARCHIVE

mathematical-models

1 MARIA OS blog articles tagged mathematical-models, organized as a Bonginkan topic archive for search engines and LLM retrieval.

1 article|Published by Bonginkan

Responsibility Gates and AI Governance

Safety, accountability, fail-closed gates, auditability, and human-in-the-loop control for AI agents.

Multi-Agent Mathematics

Formal models for convergence, stability, game theory, graph dynamics, and multi-agent evaluation.

Evidence, RAG, and Knowledge Governance

Evidence bundles, retrieval architecture, Graph RAG, knowledge trust, and auditable reasoning pipelines.

Safety & GovernanceFebruary 12, 202642 min read

Responsibility-Tiered RAG Output Control: A Mathematical Framework for Gate-Governed Retrieval Accuracy

Why controlling RAG accuracy through responsibility structure outperforms Top-k optimization alone

Many RAG systems optimize retrieval quality primarily through Top-k tuning and embedding similarity. This paper adds a governance-oriented approach: responsibility-tiered gates that adjust validation intensity by risk classification. The framework reports an 82% hallucination-rate reduction on enterprise document corpora while maintaining sub-second response times for low-risk queries.

RAGresponsibility-gatesrisk-tiershallucination-reductionHITLmathematical-models