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NDSS 2025 – PolicyPulse:Precision Semantic Role Extraction For Enhanced Privacy Policy Comprehension

ID: 9088355a-21df-542a-a789-4f9ad8f4a312

STIX ID: report--9088355a-21df-542a-a789-4f9ad8f4a312

Feed Name: Security Boulevard

Date Published: 2026-01-14

Date Updated: 2026-04-22

Author: Marc Handelman

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This piece highlights an NDSS session featuring PolicyPulse, an NLP-driven pipeline that improves comprehension of privacy policies by extracting semantic roles using a specialized XLNet classifier and a BERT-based model, achieving an F1-score of 0.97; it showcases applications such as requirement-driven policy presentation, question answering, and privacy preference checks.

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