---
title: "BetXplain：用于检测社交媒体上操纵性赌博广告的解释注释数据集"
source: "arXiv AI/CL/LG（论文）"
source_tier: "t2"
url: "https://arxiv.org/abs/2606.27274v1"
permalink: "https://feed.astralor.com/items/itm_b3f96acdd91e05d90be8db4e"
published: "2026-06-25T16:51:53.000Z"
score: 54
channel: "ai"
tags: ["BetXplain","操纵检测","社交媒体","解释注释","赌博广告"]
---

# BetXplain：用于检测社交媒体上操纵性赌博广告的解释注释数据集

## 速览

本研究提出BetXplain数据集，从Instagram和Reddit收集赌博广告并手动标注操纵与欺骗性手法。除分类标签外，还包含人类解释，支持可解释的广告检测研究。分析常见说服策略及其对用户心理健康的影响，并可用于浏览器插件和监管爬虫等实际应用。

## 关键点

- 从Instagram和Reddit收集赌博广告并构建首个具有解释注释的公开数据集
- 标注涵盖操纵性、欺骗性广告以及说服策略与心理健康影响分析
- 支持可解释AI方法，为浏览器插件和监管自动化工具提供基础

## 全文

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.

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引用前请核对原文;本文由星际流动整理:https://feed.astralor.com/items/itm_b3f96acdd91e05d90be8db4e