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- W3215681274 abstract "Privacy policies are legal documents containing application data practices. These documents are well-established sources of requirements in software engineering. However, privacy policies are written in natural language, thus subject to ambiguity and abstraction. Eliciting requirements from privacy policies is a challenging task as these ambiguities can result in more than one interpretation of a given information type (e.g., ambiguous information type device information in the statement we collect your device information). To address this challenge, we propose an automated approach to infer semantic relations among information types and construct an ontology to guide requirements authors in the selection of the most appropriate information type terms. Our solution utilizes word embeddings and Convolutional Neural Networks (CNN) to classify information type pairs as either hypernymy, synonymy, or unknown. We evaluate our model on a manually-built ontology, yielding predictions that identify hypernymy relations in information type pairs with 0.904 F-1 score, suggesting a large reduction in effort required for ontology construction." @default.
- W3215681274 created "2021-12-06" @default.
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- W3215681274 date "2021-09-01" @default.
- W3215681274 modified "2023-10-18" @default.
- W3215681274 title "Ambiguity and Generality in Natural Language Privacy Policies" @default.
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- W3215681274 doi "https://doi.org/10.1109/re51729.2021.00014" @default.
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