mlsanityData to 7 Oct 2026

Detecting Compliance of Privacy Policies with Data Protection Laws

arXiv 2102.12362 ↗First posted 21 Feb 2021cs.CR cs.CLcited by 0

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Abstract (arXiv)

Privacy Policies are the legal documents that describe the practices that an organization or company has adopted in the handling of the personal data of its users. But as policies are a legal document, they are often written in extensive legal jargon that is difficult to understand. Though work has been done on privacy policies but none that caters to the problem of verifying if a given privacy policy adheres to the data protection laws of a given country or state. We aim to bridge that gap by providing a framework that analyzes privacy policies in light of various data protection laws, such as the General Data Protection Regulation (GDPR). To achieve that, firstly we labeled both the privacy policies and laws. Then a correlation scheme is developed to map the contents of a privacy policy to the appropriate segments of law that a policy must conform to. Then we check the compliance of privacy policy's text with the corresponding text of the law using NLP techniques. By using such a tool, users would be better equipped to understand how their personal data is managed. For now, we have provided a mapping for the GDPR and PDPA, but other laws can easily be incorporated in the already built pipeline.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 5 of its 65 references that are in the map. First posted on arXiv 21 Feb 2021.

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5 of 65 references.

References · 5

  1. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
  2. 2018Universal Sentence Encodercited by 485
  3. 2018Polisis: Automated Analysis and Presentation of Privacy Policies Using Deep Learningcited by 50
  4. 2018The Privacy Policy Landscape After the GDPRcited by 18
  5. 2018How to Make Privacy Policies both GDPR-Compliant and Usablecited by 2

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