@article{towardsagenticragwithdeepreasoningasurve, title = {Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs}, author = {Yangning Li and Weizhi Zhang and Yuyao Yang and Wei-Chieh Huang and Yaozu Wu and Junyu Luo and Yuanchen Bei and Henry Peng Zou and Xiao Luo and Yusheng Zhao and Chunkit Chan and Yankai Chen and Zhongfen Deng and Yinghui Li and Hai-Tao Zheng and Dongyuan Li and Renhe Jiang and Ming Zhang and Yangqiu Song and Philip S. Yu}, year = {2025}, eprint = {2507.09477}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.09477}, }