@article{twooptimizersarebetterthanonellm,
  title = {LLM as a Complementary Optimizer to Gradient Descent: A Case Study in Prompt Tuning},
  author = {Zixian Guo and Ming Liu and Zhilong Ji and Jinfeng Bai and Yiwen Guo and WangMeng Zuo},
  year = {2024},
  eprint = {2405.19732},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2405.19732v4},
}