@article{knowledgetoverificationexploringrlvrforl, title = {Knowledge-to-Verification: Exploring RLVR for LLMs in Knowledge-Intensive Domains}, author = {Zhonghang Yuan and Zhefan Wang and Fang Hu and Zihong Chen and Jinzhe Li and Gang Li and Jie Ying and Huanjun Kong and Songyang Zhang and Nanqing Dong}, year = {2026}, eprint = {2605.18261}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.18261}, }