- Fix new pagacke dependencies
- Switch from Travis CI to Github Actions
- Fix Travis CI issues with pipenv
- Fix bugs with word embedding bias
- Fix a dependencies issue with
smart_open
- Change URLs to https
- Rename the project to
responsibly
fromethically
- Word embedding bias
- Improve functionality of
BiasWordEmbedding
- Improve functionality of
- Threshold fairness interventions
- Fix bugs with ROCs handling
- Improve API and add functionality (
plot_thresholds
)
- Word embedding bias
- Fix bug in computing WEAT
- Computing and plotting factual property association to projections on a bias direction, similar to WEFAT
- Word embedding bias
- Unrestricted
most_similar
- Unrestricted
generate_analogies
- Running specific experiments with
calc_all_weat
- Plotting clustering by classification of biased neutral words
- Unrestricted
- Fairness in Classification
- Three demographic fairness criteria
- Independence
- Separation
- Sufficiency
- Equalized odds post-processing algorithmic interventions
- Complete two notebook demos (FICO and COMPAS)
- Three demographic fairness criteria
- Word embedding bias
- Measuring bias with WEAT method
- Documentation improvements
- Fixing security issues with dependencies
- 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
- Gender debiasing for word embedding based on Bolukbasi et al.