Session 8D: Usability Meets Privacy
Authors, Creators & Presenters: Andrick Adhikari (University of Denver), Sanchari Das (University of Denver), Rinku Dewri (University of Denver)
PAPER
PolicyPulse: Precision Semantic Role Extraction For Enhanced Privacy Policy Comprehension
The effectiveness of natural language privacy policies continues to be clouded by concerns surrounding their readability, ambiguity, and accessibility. Despite multiple design alternatives proposed over the years, natural language policies are still the primary format for organizations to communicate privacy practices to users. Current NLP techniques are often drawn towards generating high-level overviews, or specialized towards a single aspect of consumer privacy communication; the flexibility to apply them for multiple tasks is missing. To this aid, we present PolicyPulse, an information extraction pipeline designed to process privacy policies into usable formats. PolicyPulse employs a specialized XLNet classifier, and leverages a BERT-based model for semantic role labeling to extract phrases from policy sentences, while maintaining the semantic relations between predicates and their arguments. Our classification model was trained on 13,946 manually annotated semantic frames, and achieves a F1-score of 0.97 on identifying privacy practices communicated using clauses within a sentence. We emphasize the versatility of PolicyPulse through prototype applications to support requirement-driven policy presentations, question-answering systems, and privacy preference checking.
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The Network and Distributed System Security Symposium (NDSS) fosters information exchange among researchers and practitioners of network and distributed system security. The target audience includes those interested in practical aspects of network and distributed system security, with a focus on actual system design and implementation. A major goal is to encourage and enable the Internet community to apply, deploy, and advance the state of available security technologies.
Our thanks to the Network and Distributed System Security (NDSS) Symposium for publishing their Creators, Authors and Presenter’s superb NDSS Symposium 2025 Conference content on the Organizations' YouTube Channel.
The post NDSS 2025 – PolicyPulse:Precision Semantic Role Extraction For Enhanced Privacy Policy Comprehension appeared first on Security Boulevard.
Marc Handelman
Source: Security Boulevard
Source Link: https://securityboulevard.com/2026/01/ndss-2025-policypulseprecision-semantic-role-extraction-for-enhanced-privacy-policy-comprehension/