AINeutralarXiv – CS AI · 9h ago6/10
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Agent-Orchestrated Adaptive RAG: A Comparative Study on Structured and Multi-Hop Retrieval
Researchers present Agent-Orchestrated Adaptive RAG, a framework that enhances LLM retrieval through dynamic query decomposition and iterative refinement. Testing shows query decomposition benefits structured domains (+0.04 overall score on DevOps) but reduces accuracy on multi-hop reasoning tasks, suggesting adaptive application is more effective than uniform aggressive reasoning.