Predicting style breaches within textual content
AssigneeAdobe Inc.
InventorsPranav Ravindra Maneriker, Anandhavelu Natarajan, Vivek Gupta, Basava Raj K
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Abstract
Embodiments of the present invention provide systems, methods, and computer storage media directed to facilitating predicting style breaches within content. In one embodiment, target content for which style breach prediction is desired is obtained. Style features associated with the target content are identified. Such style features and a style breach prediction model are used to predict a style breach within the target content, the style breach indicating a change of style used within the target content (e.g., a single document).
Claims19
A computerized method to facilitate style breach prediction, the method comprising:
- identifying a set of style features associated with a particular content segment within a target content for which style breach detection is desired;
- based on the set of style features for the particular content segment, obtaining a binary value associated with the particular content segment to determine whether a style breach between the particular content segment and a previous content segments exists;
- and
- predicting a style breach indicating a change in writing style of text between the particular content segment and the previous content segment based on a determination that a binary value associated with the particular content segment is different from a binary value associated with the previous content segment.
One or more non-transient computer storage media storing computer-useable instructions that, when used by one or more computing devices, cause the one or more computing devices to perform operations comprising:
- identifying style features associated with a content segment of a plurality of content segments of training content;
- for the content segment, generating a vector output based on a style breach annotation and the style features associated with the content segment, wherein the vector output comprises a binary value that, when different from a binary value associated with a previous content segment, indicates a style breach;
- and
- training a style breach prediction model based on the style features and the vector outputs generated for the content segment, the style breach prediction model configured to predict changes in text style within content.
A computer system comprising:
- one or more processors;
- and
- one or more non-transitory computer-readable storage media, coupled with the one or more processors, having instructions stored thereon, which, when executed by the one or more processors, cause the computing system to provide:
- a style breach prediction means configured to predict a style breach between a particular content segment and a previous content segment based on a determination that a binary value associated with the particular content segment is different from a binary value associated with the previous content segment.
Dependencies are inferred from the claim text.