CHANGELOG.rst

Revision History

0.1.3 (2021/04/02)

• Fix new pagacke dependencies
• Switch from Travis CI to Github Actions

0.1.2 (2020/09/15)

• Fix Travis CI issues with pipenv
• Fix bugs with word embedding bias

0.1.1 (2019/08/04)

• Fix a dependencies issue with smart_open
• Change URLs to https

0.1.0 (2019/07/31)

• Rename the project to responsibly from ethically
• Word embedding bias
  • Improve functionality of BiasWordEmbedding
• Threshold fairness interventions
  • Fix bugs with ROCs handling
  • Improve API and add functionality (plot_thresholds)

0.0.5 (2019/06/14)

• Word embedding bias
  • Fix bug in computing WEAT
  • Computing and plotting factual property association to projections on a bias direction, similar to WEFAT

0.0.4 (2019/06/03)

• Word embedding bias
  • Unrestricted most_similar
  • Unrestricted generate_analogies
  • Running specific experiments with calc_all_weat
  • Plotting clustering by classification of biased neutral words

0.0.3 (2019/04/10)

• Fairness in Classification
  • Three demographic fairness criteria
    • Independence
    • Separation
    • Sufficiency
  • Equalized odds post-processing algorithmic interventions
  • Complete two notebook demos (FICO and COMPAS)
• Word embedding bias
  • Measuring bias with WEAT method
• Documentation improvements
• Fixing security issues with dependencies

0.0.2 (2018/09/01)

• Word embedding bias
  • Generating analogies along the bias direction
  • Standard evaluations of word embedding (word pairs and analogies)
  • Plotting indirect bias
  • Scatter plot of bias direction projections between two word embedding
  • Improved verbose mode

0.0.1 (2018/08/17)

• Gender debiasing for word embedding based on Bolukbasi et al.