  We introduce GeBioToolkit, a tool for extracting multilingual parallel
corpora at sentence level, with document and gender information from Wikipedia
biographies. Despite thegender inequalitiespresent in Wikipedia, the toolkit
has been designed to extract corpus balanced in gender. While our toolkit is
customizable to any number of languages (and different domains), in this work
we present a corpus of 2,000 sentences in English, Spanish and Catalan, which
has been post-edited by native speakers to become a high-quality dataset for
machinetranslation evaluation. While GeBioCorpus aims at being one of the first
non-synthetic gender-balanced test datasets, GeBioToolkit aims at paving the
path to standardize procedures to produce gender-balanced datasets

Computation and Language