DeepRAG: Thinking to Retrieval Step by Step for Large Language Models DeepRAG enhances retrieval-augmented generation (RAG) by modeling reasoning as a Markov Decision Process (MDP), enabling adaptive retrieval and improving answer accuracy. Problem: LLMs struggle with factual