Print Email Facebook Twitter Is Wikipedia succeeding in reducing gender bias? Title Is Wikipedia succeeding in reducing gender bias?: Assessing the development of gender bias in word embeddings from Wikipedia Author Schmahl, Katja (TU Delft Electrical Engineering, Mathematics and Computer Science; TU Delft Pattern Recognition and Bioinformatics) Contributor Loog, M. (mentor) Tax, D.M.J. (mentor) Viering, T.J. (graduation committee) Naseri Jahfari, A. (graduation committee) Makrodimitris, S. (graduation committee) Degree granting institution Delft University of Technology Programme Computer Science and Engineering Project CSE3000 Research Project Date 2020-06-21 Abstract Large text corpora used for creating word embeddings (vectors which represent word meanings) often contain a stereotypical gender bias. This unwanted bias is then also present in the word embeddings and in downstream applications in the field of natural language processing. To prevent and reduce this, more knowledge about the gender bias is necessary. This paper will contribute to this by showing how gender bias in word embeddings from Wikipedia develops over time. Quantifying the gender bias over time shows that words in Science and Arts have become more female biased. Family and Career have stereotypical biases towards respectively female and male words, which have steadily decreased since 2006. This provides new insight in what should be done to make Wikipedia more gender neutral and how important the time of writing can be when considering biases in training word embeddings from Wikipedia or from other text corpora. Subject gender stereotypesWikipediaWord embeddingGender inequalityNatural Language Processing To reference this document use: http://resolver.tudelft.nl/uuid:7fc87ca9-3ad5-44ac-8cc3-2a857ca0e08b Part of collection Student theses Document type bachelor thesis Rights © 2020 Katja Schmahl Files PDF Development_of_gender_bia ... chmahl.pdf 502.5 KB Close viewer /islandora/object/uuid:7fc87ca9-3ad5-44ac-8cc3-2a857ca0e08b/datastream/OBJ/view