Tan, Zhiwen, Jiaming Huang, Qintong Wu, Hongxuan Zhang, Chenyi Zhuang, and Jinjie Gu. 2026. “RAG-R1:Incentivizing the Search and Reasoning Capabilities of LLMs Through Multi-Query Parallelism”. Proceedings of the AAAI Conference on Artificial Intelligence 40 (39):33187-95. https://doi.org/10.1609/aaai.v40i39.40603.