Popular GitHub Repositories for Bias

Code for WWW'19 "Unbiased LambdaMART: An Unbiased Pairwise Learning-to-Rank Algorithm", which is based on LightGBM

Dataset associated with "BOLD: Dataset and Metrics for Measuring Biases in Open-Ended Language Generation" paper

A Python toolkit for analyzing machine learning models and datasets.

A collection of news articles, books, and papers on Responsible AI cases. The purpose is to study these cases and learn from them to avoid repeating the failures of the past.

List of references about Machine Learning bias and ethics

This is the repo for the survey of Bias and Fairness in IR with LLMs.

Automated Essay Scoring using BERT

How are words loaded with meaning? Repository accompanying research by Alina Arseniev-Koehler and Jacob G. Foster, titled "Machine learning as a model for cultural learning: teaching an algorithm what it means to be fat." https://journals.sagepub.com/doi/full/10.1177/00491241221122603

Data and materials to reproduce Bloomberg's investigation into racial and gender bias in OpenAI's GPT

Compass-aligned Distributional Embeddings. Align embeddings from different corpora

A fairness library in PyTorch.

[CCKS 2021] On Robustness and Bias Analysis of BERT-based Relation Extraction

Data and Model-based approaches for Mitigating Bias in Machine Learning Applications

Code and data for Koo et al's ACL 2024 paper "Benchmarking Cognitive Biases in Large Language Models as Evaluators"

Matching in GAN latent space for better bias benchmarking and semantic image editing. ??????‍???‍♂️??

Scrapes headlines from CNN and FOX, then has ChatGPT do cross-analysis

This is the code for paper "Unbiased Graph Embedding with Biased Graph Observations" accepted by WWW'22.

This is the code repository for the IJCAI-21 paper "Understanding the Effect of Bias in Deep Anomaly Detection".

Exposing Algorithmic Bias with Canonical Sets

Towards Comprehensive Understanding of Bias in Pre-trained Neural Language Models: A Survey with Special Emphasis on Affective Bias