Calibrate Before Use: Improving Few-shot Performance of Language Models

Zihao Zhao, Eric Wallace, Shi Feng, Dan Klein, Sameer Singh 0001. Calibrate Before Use: Improving Few-shot Performance of Language Models. In Marina Meila, Tong Zhang 0001, editors, Proceedings of the 38th International Conference on Machine Learning, ICML 2021, 18-24 July 2021, Virtual Event. Volume 139 of Proceedings of Machine Learning Research, pages 12697-12706, PMLR, 2021. [doi]

@inproceedings{ZhaoWFK021,
  title = {Calibrate Before Use: Improving Few-shot Performance of Language Models},
  author = {Zihao Zhao and Eric Wallace and Shi Feng and Dan Klein and Sameer Singh 0001},
  year = {2021},
  url = {http://proceedings.mlr.press/v139/zhao21c.html},
  researchr = {https://researchr.org/publication/ZhaoWFK021},
  cites = {0},
  citedby = {0},
  pages = {12697-12706},
  booktitle = {Proceedings of the 38th International Conference on Machine Learning, ICML 2021, 18-24 July 2021, Virtual Event},
  editor = {Marina Meila and Tong Zhang 0001},
  volume = {139},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
}