Natural Language Understanding Wiki

Guo et al. (2017)[1]: some modern neural networks are poorly calibrated

Khanh and O'Connor (2015)[2]: argue for more attention to calibration in NLP


  1. Guo, C., Pleiss, G., Sun, Y., & Weinberger, K. Q. (2017). On Calibration of Modern Neural Networks. In D. Precup & Y. W. Teh (Eds.), Proceedings of the 34th International Conference on Machine Learning (Vol. 70, pp. 1321–1330). International Convention Centre, Sydney, Australia: PMLR.
  2. Nguyen, K., & O’Connor, B. (2015). Posterior calibration and exploratory analysis for natural language processing models. EMNLP 2015.