新数据集 BetXplain 专治社交媒体上的忽悠型赌博广告，带人工解释，能帮你研究怎么自动识别这种坏广告。
研究人员提出了 BetXplain 数据集，包含从 Instagram 和 Reddit 收集的赌博广告，并手动标注了操纵性和欺骗性广告行为。每个标注附带人类提供的解释，支持可解释的检测方法研究。分析揭示了赌博广告常用说服策略及其对用户心理健康的潜在影响。该框架可用于开发浏览器插件和自动爬虫，辅助监管机构监测操纵性广告。
BetXplain: An Explanation-Annotated Dataset for Detecting Manipulative Betting Advertisements on Social Media
The promotion of betting applications on social media platforms has increased significantly in recent years. Many of these advertisements use persuasive techniques that may mislead users, encourage risky behavior, and potentially influence users' mental well-being. However, research on the automated detection of manipulative and deceptive betting advertisements remains limited due to the lack of publicly available annotated datasets. In this work, we introduce a new dataset of betting-related advertisements collected from two widely used social media platforms, Instagram and Reddit. The advertisements were manually annotated for manipulative and deceptive advertising practices. In addition to classification labels, the dataset includes human-provided explanations that describe the reasoning behind each annotation, enabling research into explainable approaches to detecting manipulative advertising. Furthermore, we analyze the strategies commonly used in betting advertisements and examine how these persuasive tactics may impact users' mental health. The proposed framework can also enable practical applications such as browser plugins that warn users about manipulative betting advertisements and automated web crawlers that help regulatory authorities monitor and detect such promotions online.