@article{automaticpromptoptimizationwithgradient,
  title = {Automatic Prompt Optimization with "Gradient Descent" and Beam Search},
  author = {Reid Pryzant and Dan Iter and Jerry Li and Yin Tat Lee and Chenguang Zhu and Michael Zeng},
  year = {2023},
  eprint = {2305.03495},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2305.03495v2},
}