
MMSearch-R1: Incentivizing LMMs to Search
MMSearch-R1 is an e2e RL framework that enables LMMs to perform on-demand, multi-turn search with real-world multimodal search tools. MMSearch-R1-7B model outperforms same-size traditional RAG baselines and cuts search calls by over 30%.


