Stereotypical Gender Associations in Language Have Decreased Over Time

Current Version: 0.10

Release Date: September 28, 2018

Please contact moamin@cs.stonybrook.edu for quick response to resolve any bug or feature update.

Reproducing Results Discussed in Manuscript

Please follow the following steps to download source code:

Download and install git and git's extenstion git-lfs
Clone source code: git clone https://github.com/ruhulsbu/StereotypicalGenderAssociationsInLanguage.git
Go to the StereotypicalGenderAssociationsInLanguage directory
Unzip the dataset.tar.gz using command: tar -xvzf dataset.tar.gz
Run jupyter in current directory using command: jupyter notebook

Open the following notebook files:

Significance Test on Gender Bias using WEAT Topics.ipynb
Stereotypical Gender Association in Language Over Time.ipynb
Run each cell in the notebooks sequentially to reproduce the results

Dependencies

Large file dependencies:

git-lfs to download large file dataset.tar.gz

This dataset is originally hosted in Histwords Project. The dataset can be downloaded from this link: Embeddings. Please extract the files into the directory dataset in project home directory.

Core dependencies:

python 3.6.0
numpy
scipy
sklearn
seaborn
jupyter

Name		Name	Last commit message	Last commit date
Latest commit History 24 Commits
Analyzing Roget Thesaurus Finalized.ipynb		Analyzing Roget Thesaurus Finalized.ipynb
Detail Coding for Computing from Centroid and using Euclidean Between All Groups Over Time.ipynb		Detail Coding for Computing from Centroid and using Euclidean Between All Groups Over Time.ipynb
For Jason and Jessica List of Words Stereotypical Gender Association.ipynb		For Jason and Jessica List of Words Stereotypical Gender Association.ipynb
README.md		README.md
Significance Test of a Domain using Random Domain Groups Part1.ipynb		Significance Test of a Domain using Random Domain Groups Part1.ipynb
Significance Test of a Domain using Random Domain Groups Part2.ipynb		Significance Test of a Domain using Random Domain Groups Part2.ipynb
Significance Test of a Domain using Random Domain Groups.ipynb		Significance Test of a Domain using Random Domain Groups.ipynb
Significance Test on Gender Bias using WEAT Topics.ipynb		Significance Test on Gender Bias using WEAT Topics.ipynb
Stereotypical Gender Association in Language Over Time.ipynb		Stereotypical Gender Association in Language Over Time.ipynb
compute_fasttext_bias.py		compute_fasttext_bias.py
compute_gender_bias.py		compute_gender_bias.py
dataset.tar.gz		dataset.tar.gz
plotting_utility.py		plotting_utility.py
update_gender_bias.py		update_gender_bias.py

ruhulsbu/StereotypicalGenderAssociationsInLanguage

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Stereotypical Gender Associations in Language Have Decreased Over Time

Reproducing Results Discussed in Manuscript

Please follow the following steps to download source code:

Open the following notebook files:

Dependencies

Large file dependencies:

Core dependencies:

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