@article{breakingtheimpassedualscaleevolutionaryp, title = {Breaking the Impasse: Dual-Scale Evolutionary Policy Training for Social Language Agents}, author = {Minzheng Wang and Run Luo and Yanbo Wang and Zichen Liu and Yuqiao Tan and Tao Tan and Xu Nan and Yinhe Zheng and Wenji Mao}, year = {2026}, eprint = {2605.08721}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.08721}, }