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.