@article{rearagknowledgeguidedreasoningenhances, title = {ReaRAG: Knowledge-guided Reasoning Enhances Factuality of Large Reasoning Models with Iterative Retrieval Augmented Generation}, author = {Zhicheng Lee and Shulin Cao and Jinxin Liu and Jiajie Zhang and Weichuan Liu and Xiaoyin Che and Lei Hou and Juanzi Li}, year = {2025}, eprint = {2503.21729}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2503.21729v3}, }