Patent 10409903 was granted and assigned to Microsoft on September, 2019 by the United States Patent and Trademark Office.
The technology described herein enables users to enrich their vocabulary by annotating and/or automatically translating specific words, which are predicted to be unknown to the specific user. The user experiences the original content enriched with adaptive, smart in-line annotations of unknown words. The technology is tailored to individual users by understanding an individual user's vocabulary in a particular language. As a user consumes content or performs document authoring/editing activities, the system captures language usage patterns, maintained in a private Vocabulary Analytics Store (VAS) for the particular user. Information in the VAS is used as input to a machine classifier that determines whether a word is likely to be known or unknown to a user.