The dataset enables building explainable AI systems to automatically detect manipulative betting ads on social media, with practical applications for user protection and regulatory monitoring.
This paper introduces BetXplain, a dataset of betting advertisements from Instagram and Reddit annotated for manipulative tactics and deceptive practices. Each ad includes human explanations of why it's manipulative, enabling research into detecting misleading betting promotions that could harm users' mental health and financial well-being.