HateGAN: Adversarial generative-based data augmentation for hate speech detection

• Main Authors: CAO, Rui, LEE, Roy Ka-Wei
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2020
• Subjects: Computer Sciences
• Online Access: https://ink.library.smu.edu.sg/scis_studentpub/3; https://ink.library.smu.edu.sg/context/scis_studentpub/article/1001/viewcontent/2020.coling_main.557.pdf
• Institution: Singapore Management University

Academia and industry have developed machine learning and natural language processing models to detect online hate speech automatically. However, most of these existing methods adopt a supervised approach that heavily depends on labeled datasets for training. This results in the methods’ poor detect...