@article{fromstaticcontexttocalibratedinteractive,
  title = {From Static Context to Calibrated Interactive RL: Mitigating Distribution Shift in Multi-turn Dialogue with Aligned Simulator},
  author = {Xiaohua Wang and Jiakang Yuan and Zisu Huang and Muzhao Tian and Changze Lv and Kaitao Song and Tao Chen and Xiaoqing Zheng},
  year = {2026},
  eprint = {2605.26403},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.26403},
}