Comparative Insights into Recent Agentic based RAG-Reasoning Systems
Abstract
This comparison categories various RAG models based on agent architectures A single agentic system integrates knowledge retrieval into the LLM’s reasoning loop, enabling dynamic evidence lookup during each step of problem solving. Multi-agent RAG reasoning explores both centralized (manager–worker) and decentralized (role-specialized agent) architectures to coordinate complementary capabilities and collective intelligence.
Fields of Study & Subjects
Topic Modeling
AI-based Problem Solving and Planning
Information Retrieval and Search Behavior
Publication details
- Journal / source
- Open Research Knowledge Graph (ORKG)
- Publication date
- 4 March 2026
- Language
- EN
- Document type
- Dataset