Perturbation Sensitivity Analysis to Detect Unintended Model Biases

Vinodkumar Prabhakaran, Ben Hutchinson, Margaret Mitchell. Perturbation Sensitivity Analysis to Detect Unintended Model Biases. In Kentaro Inui, Jing Jiang, Vincent Ng, Xiaojun Wan 0001, editors, Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing, EMNLP-IJCNLP 2019, Hong Kong, China, November 3-7, 2019. pages 5739-5744, Association for Computational Linguistics, 2019. [doi]

@inproceedings{PrabhakaranHM19,
  title = {Perturbation Sensitivity Analysis to Detect Unintended Model Biases},
  author = {Vinodkumar Prabhakaran and Ben Hutchinson and Margaret Mitchell},
  year = {2019},
  doi = {10.18653/v1/D19-1578},
  url = {https://doi.org/10.18653/v1/D19-1578},
  researchr = {https://researchr.org/publication/PrabhakaranHM19},
  cites = {0},
  citedby = {0},
  pages = {5739-5744},
  booktitle = {Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing, EMNLP-IJCNLP 2019, Hong Kong, China, November 3-7, 2019},
  editor = {Kentaro Inui and Jing Jiang and Vincent Ng and Xiaojun Wan 0001},
  publisher = {Association for Computational Linguistics},
  isbn = {978-1-950737-90-1},
}