WEFE
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Getting Started

  • About
  • Quick Start

Documentation

  • Bias Measurement
  • Bias Mitigation
  • Loading Embeddings From Different Sources
  • Contributing
  • WEFE API

Examples

  • WEFE Case Study Replication
  • Replication of Previous Studies
WEFE
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  • Welcome to the WEFE documentation!
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Welcome to the WEFE documentation!¶

WEFE: The Word Embeddings Fairness Evaluation Framework is an open source library for measuring and mitigating bias in word embedding models.

The following pages contain the documentation about WEFE: how to install the package, how to use it and how to contribute, as well as the detailed API documentation and extensive examples.

Getting Started

  • About
    • Motivation and objectives
    • Similar Packages
    • Measurement Framework
    • Metrics
    • Relevant Papers
    • Citation
    • Roadmap
    • License
    • Team
    • Acknowledgments
  • Quick Start
    • Download and setup
    • Run your first Query

Documentation

  • Bias Measurement
    • Run a Query
    • Run Query Arguments
    • Out of Vocabulary Words
    • Word Preprocessors
    • Running multiple Queries
    • Aggregating Results
    • Model Ranking
    • Correlating Rankings
  • Bias Mitigation
    • Hard Debias
    • Multiclass Hard Debias
  • Loading Embeddings From Different Sources
    • Create a example query
    • Load from Gensim API
    • Using Gensim Load
    • Flair
  • Contributing
    • Get the repository
    • Testing
    • Build the documentation
    • How to implement your own metric
    • Mitigation Method Implementation Guide
  • WEFE API
    • WordEmbeddingModel
    • Query
    • Metrics
    • Debias
    • Dataloaders
    • Preprocessing

Examples

  • WEFE Case Study Replication
  • Replication of Previous Studies
    • WEAT Replication
    • RNSB Replication

Repository¶

You can find the project repository at the following link: WEFE repository on Github.

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© Copyright The WEFE Team. Revision 4b39357d.

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