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We introduce GeBioToolkit, a tool for extracting multilingual parallelcorpora at sentence level, with document and gender information from Wikipediabiographies. Despite thegender inequalitiespresent in Wikipedia, the toolkithas been designed to extract corpus balanced in gender. While our toolkit iscustomizable to any number of languages (and different domains), in this workwe present a corpus of 2,000 sentences in English, Spanish and Catalan, whichhas been post-edited by native speakers to become a high-quality dataset formachinetranslation evaluation. While GeBioCorpus aims at being one of the firstnon-synthetic gender-balanced test datasets, GeBioToolkit aims at paving thepath to standardize procedures to produce gender-balanced datasets

GeBioToolkit: Automatic Extraction of Gender-Balanced Multilingual Corpus of Wikipedia Biographies