@article{knowrlexploringknowledgeablereinforcemen, title = {KnowRL: Exploring Knowledgeable Reinforcement Learning for Factuality}, author = {Baochang Ren and Shuofei Qiao and Wenhao Yu and Huajun Chen and Ningyu Zhang}, year = {2025}, eprint = {2506.19807}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.19807v1}, }