@article{incentivizingagenticreasoninginllmjudges, title = {Incentivizing Agentic Reasoning in LLM Judges via Tool-Integrated Reinforcement Learning}, author = {Ran Xu and Jingjing Chen and Jiayu Ye and Yu Wu and Jun Yan and Carl Yang and Hongkun Yu}, year = {2025}, eprint = {2510.23038}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.23038}, }