@misc{lin2026languagemodelslearn,
  title={Language Models Learn to Improve Language Models},
  author={Minhua Lin and Zijun Wang and Zewen Liu and Zhaotian Weng and Bing He and Zhan Shi and Benoit Dumoulin and Xiang Zhang and Suhang Wang and Hanqing Lu},
  year={2026},
  eprint={2610.23344},
  archivePrefix={arXiv},
  primaryClass={cs.CL},
  url={https://arxiv.org/abs/2610.23344}
}