There are 3 repositories under gender-bias topic.
A curated list of awesome Fairness in AI resources
Source code and notebooks to reproduce experiments and benchmarks on Bias Faces in the Wild (BFW).
Source code for the ACL workshop paper and Kaggle competition by Google AI team
Repository containing the open source code of works published at the FBK MT unit.
Scrape news articles and analyze them using NLP to quantify the gender gap in Canadian mainstream media
EMNLP 2022: "MABEL: Attenuating Gender Bias using Textual Entailment Data" https://arxiv.org/abs/2210.14975
A tool for gender bias identification in text. Part of Microsoft's Responsible AI toolbox.
INA's library with pretrained models for gender and age prediction from faces.
Code for the EMNLP 2021 Oral paper "Are Gender-Neutral Queries Really Gender-Neutral? Mitigating Gender Bias in Image Search" https://arxiv.org/abs/2109.05433
NamSor API v2 R SDK - classify personal names accurately by gender, country of origin, or ethnicity.
Literature overview: gender bias in natural language processing
BiasFinder | IEEE TSE | Metamorphic Test Generation to Uncover Bias for Sentiment Analysis Systems
R code and data files associated with: Courchamp & Bradshaw. 2017. 100 papers every ecologist should read. Nature Ecology and Evolution 2: 395-401
Pruning bias from transformers / NAACL 2022
Final Project of the Data Science postgraduate class at MDCC/UFC
A tool to show gender bias in words based on NLP word embeddings from Google News
Operations on word vectors - measure similarity using cosine similarity, solve word analogy problems, reduce gender bias in word embedding.
Push back against bias in machine translation
Tools and resources of the paper "Do Neural Ranking Models Intensify Gender Bias?"
Code and data for the paper "An Information-Theoretic Approach and Dataset for Probing Gender Stereotypes in Multilingual Masked Language Models" (Findings of NAACL 2022)
The primary goal of this project is to detecting and examining gender bias in news articles
NamSor API v2 Java SDK - classify personal names accurately by gender, country of origin, or ethnicity.
NamSor API v2 Java SDK - classify personal names accurately by gender, country of origin, or ethnicity.
Measure gender bias in English Wikipedia biographies through text analysis in R
Open Science Notebook
Code for the paper "Challenges in Measuring Bias in Open-Ended Language Generation" presented as oral at the 4th Workshop on Gender Bias in NLP at NAACL 2022.
👩🎓 Dataset of the paper published in EPJ Data Science
Analysis and visualization of the gender wage gap dataset from OECD using MySQL, the PyMySQL and Pandas modules from Python, and Jupyter Notebook.
Supporting material for the EuADS Summer School - A hands-on tutorial on explainable methods for machine learning with Python: applications to gender bias
Scripts for Cognitive Science Masters Thesis - Investigating Implicit Gender Bias and Stereotypes in Job Descriptions Using Word Embeddings – an Australian Context