@article{chainingtheevidencerobustreinforcementle, title = {Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards}, author = {Jiajie Zhang and Xin Lv and Ling Feng and Lei Hou and Juanzi Li}, year = {2026}, eprint = {2601.06021}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.06021}, }