
Securing RAG Systems with MES-RAG
Enhanced entity retrieval with built-in security
MES-RAG is a framework that enhances Retrieval-Augmented Generation by improving entity-specific query handling while integrating proactive security measures.
- Combines Multi-modal outputs, Entity-specific storage, and Security protections
- Implements security measures before data access to ensure system integrity
- Delivers more accurate, consistent responses for entity-focused queries
- Supports real-time multi-modal content generation
This research addresses critical security vulnerabilities in traditional RAG systems, making it especially valuable for enterprise deployments where data protection and accurate information retrieval are equally important.
MES-RAG: Bringing Multi-modal, Entity-Storage, and Secure Enhancements to RAG