Men Are Elected, Women Are Married: Events Gender Bias on Wikipedia Jiao Sun1;2 and Nanyun Peng1;2;3 1Computer Science Department, University of Southern California 2Information Sciences Institute, University of Southern California 3Computer Science Department, University of California, Los Angeles
[email protected],
[email protected] Abstract Name Wikipedia Description Human activities can be seen as sequences Career: In 1930, when she was 17, she eloped of events, which are crucial to understanding with 26-year-old actor Grant Withers; they were married in Yuma, Arizona. The marriage was societies. Disproportional event distribution Loretta for different demographic groups can mani- Young annulled the next year, just as their second fest and amplify social stereotypes, and po- (F) movie together (ironically entitled Too Young tentially jeopardize the ability of members in to Marry) was released. some groups to pursue certain goals. In this pa- Personal Life: In 1930, at 26, he eloped to per, we present the first event-centric study of Yuma, Arizona with 17-year-old actress Loretta gender biases in a Wikipedia corpus. To facili- Grant Young. The marriage ended in annulment in tate the study, we curate a corpus of career and Withers 1931 just as their second movie together, titled (M) personal life descriptions with demographic in- Too Young to Marry, was released. formation consisting of 7,854 fragments from 10,412 celebrities. Then we detect events with Table 1: The marriage events are under the Career sec- a state-of-the-art event detection model, cali- tion for the female on Wikipedia. However, the same brate the results using strategically generated marriage is in the Personal Life section for the male.