R1-Searcher
paperRUCAIBox's two-stage outcome-based RL that incentivizes LLMs to invoke external search during reasoning (~260 citations) — a standard baseline for agentic-RAG RL. R1-Searcher++ (May 2025) extends it to arbitrate dynamically between internal knowledge and external retrieval.