用大模型分析AR/VR应用隐私政策,发现其透明度介于免费与付费网站之间。
Through the Looking Glass: LLM-Based Analysis of AR/VR Android Applications Privacy Policies
- 用BERT模型分类对比隐私政策内容
- AR/VR政策正面表述比例高于免费站但低于付费站
- 通过关键词突出提升政策可读性,适合安全研究者参考
本文利用BERT这一先进文本分类模型,全面分析了AR/VR应用的隐私政策,评估其清晰度与完整性。通过对比AR/VR应用与免费及付费网站的隐私政策,揭示了当前AR/VR行业隐私实践的整体状况。研究发现,AR/VR应用在正面语段占比上普遍高于免费网站,但低于付费网站。对高亮段落和关键词的分析表明,AR/VR应用会战略性地强调关键隐私实践和核心术语,从而提升政策的清晰度与有效性。
原文摘要 · Abstract (English)
\begin{abstract} This paper comprehensively analyzes privacy policies in AR/VR applications, leveraging BERT, a state-of-the-art text classification model, to evaluate the clarity and thoroughness of these policies. By comparing the privacy policies of AR/VR applications with those of free and premium websites, this study provides a broad perspective on the current state of privacy practices within the AR/VR industry. Our findings indicate that AR/VR applications generally offer a higher percentage of positive segments than free content but lower than premium websites. The analysis of highlighted segments and words revealed that AR/VR applications strategically emphasize critical privacy practices and key terms. This enhances privacy policies' clarity and effectiveness.
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