R3-RAG: Teaching LLMs to Think and Retrieve Step by Step R3-RAG is a reinforcement learning-enhanced RAG framework that teaches the LLM how to reason and retrieve in tandem—not just pull documents, but think while doing it. The key ideas include Cold Start Pretraining and

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