Rethinking Agentic RAG: Toward LLM-Driven Logical Retrieval Beyond Embeddings

Recent advances in RAG have shifted toward an agentic paradigm, where LLMs interact with retrieval systems over multiple turns and iteratively refine queries based on intermediate results. At the same time, LLMs have demonstrated a strong ability to construct structured queries that precisely expres...