dewangmodi / Debiasing-KGE

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Debiasing-KGE

Download OpenKE embeddings from : http://139.129.163.161/download/wikidata

Clone this repo, and place the extracted folder Wikidata in the base directory (Wikidata has been added to .gitignore)

Path to the Indian dataset - knowledge_graph/

For first paper :

  • Part A is in - Bias in Data.ipynb [Incomplete??]
  • Projection part of Part B is in - Bias in Embeddings - Projection.ipynb

The file data_handler.py has helper functions related to data handling. Some of them are -

  • load_data() - Returns triplets, entity_labels, property_labels

  • get_male_female_entities - Returns male_entities, female_entities

  • get_occupation_triplets - Returns occupation_triplets, male_occupation_triplets, female_occupation_triplets

  • get_male_female_neutral_occupations - Returns male_occupations, female_occupations, neutral_occupations

The file embedding_helper.py has helper functions related to embeddings and their usage.

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