Uncertainty Estimation for Debiased Models: Does Fairness Hurt Reliability?

Gleb Kuzmin, Artem Vazhentsev, Artem Shelmanov, Xudong Han, Simon Suster, Maxim Panov, Alexander Panchenko, Timothy Baldwin. Uncertainty Estimation for Debiased Models: Does Fairness Hurt Reliability?. In Jong C. Park, Yuki Arase, Baotian Hu, Wei Lu, Derry Wijaya, Ayu Purwarianti, Adila Alfa Krisnadhi, editors, Proceedings of the 13th International Joint Conference on Natural Language Processing and the 3rd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics, IJCNLP 2023 -Volume 1: Long Papers, Nusa Dua, Bali, November 1 - 4, 2023. pages 744-770, Association for Computational Linguistics, 2023. [doi]

@inproceedings{KuzminVSHSPPB23,
  title = {Uncertainty Estimation for Debiased Models: Does Fairness Hurt Reliability?},
  author = {Gleb Kuzmin and Artem Vazhentsev and Artem Shelmanov and Xudong Han and Simon Suster and Maxim Panov and Alexander Panchenko and Timothy Baldwin},
  year = {2023},
  url = {https://aclanthology.org/2023.ijcnlp-main.48},
  researchr = {https://researchr.org/publication/KuzminVSHSPPB23},
  cites = {0},
  citedby = {0},
  pages = {744-770},
  booktitle = {Proceedings of the 13th International Joint Conference on Natural Language Processing and the 3rd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics, IJCNLP 2023 -Volume 1: Long Papers, Nusa Dua, Bali, November 1 - 4, 2023},
  editor = {Jong C. Park and Yuki Arase and Baotian Hu and Wei Lu and Derry Wijaya and Ayu Purwarianti and Adila Alfa Krisnadhi},
  publisher = {Association for Computational Linguistics},
  isbn = {979-8-89176-013-4},
}