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P2 CompAi: A Tool for GDPR Completeness Checking of Privacy Policies using Artificial Intelligence

CompAi:使用人工智能对隐私政策进行 GDPR 完整性检查的工具
ASE Proceedings of the 39th IEEE/ACM International Conference on Automated Software Engineering2024匹配度 1/10 · 该论文将 AI 语义分析用于隐私政策对 GDPR 的合规完整性检查,属于 NLP/隐私合规方向,与用户关注的程序静态分析、LLM/Agent 改进静态分析/形式化验证、浮点程序分析或贝叶斯程序分析均无直接关联。引用 7 inbox
Orlando Amaral Cejas, Sallam Abualhaija, Lionel C. Briand
crossref: 2026-09-12

AI 速览

一句话:提出 CompAi 工具,用 AI 语义分析隐私政策对 GDPR 的完整性,自动检测缺失要求,准确率约 96%。

隐私政策是软件系统与用户之间的协议,必须完整覆盖 GDPR 对个人数据保护的要求,但人工核查其完整性困难且易错。CompAi 针对给定隐私政策,将其文本内容与一个全面的概念模型进行语义分析,该模型捕获任何政策中可能出现的所有信息类型;在此基础上结合最终用户的输入,确定输入政策中潜在的不完整性违规。评估表明,CompAi 检测不完整性违规的准确率约为 96%。该工具会生成详细报告,便于专家审查和验证,其源码已公开,并提供演示。

问题
隐私政策必须完整反映 GDPR 要求以确保个人数据受保护,但检查其是否遗漏必要信息十分困难。
方法
CompAi 将隐私政策文本与一个覆盖所有可能信息类型的概念模型进行语义分析,并结合用户输入识别潜在的不完整性违规。
评估
在隐私政策完整性检查中达到约 96% 的准确率,并生成可由专家审查和验证的详细报告。
原文摘要(Abstract)

We introduce CompAı - a tool for checking the completeness of privacy policies against the general data protection regulation (GDPR). CompAı facilitates the analysis of privacy policies to check their compliance to GDPR requirements. Since privacy policies serve as an agreement between a software system and its prospective users, the policy must fully capture such requirements to ensure that collected personal data of individuals (or users) remains protected as specified by the GDPR. For a given privacy policy, CompAı semantically analyzes its textual content against a comprehensive conceptual model which captures all information types that might appear in any policy. Based on this analysis, alongside some input from the end user, CompAı can determine the potential incompleteness violations in the input policy with an accuracy of ≈96%. CompAı generates a detailed report that can be easily reviewed and validated by experts. The source code of CompAı is publicly available on https://figshare.com/articles/online_resource/CompAI/23676069, and a demo of the tool is available on https://youtu.be/zwa_tM3fXHU.

链接与引用

DOI 原文 · PDF(开放获取) ·

BibTeX
@inproceedings{paperbot8321,
  title = {CompAi: A Tool for GDPR Completeness Checking of Privacy Policies using Artificial Intelligence},
  author = {Orlando Amaral Cejas and Sallam Abualhaija and Lionel C. Briand},
  booktitle = {ASE},
  year = {2024},
  doi = {10.1145/3691620.3695353}
}