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CHANGELOG.rst

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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.