CPC G06F 40/197 (2020.01) [G06F 16/313 (2019.01); G06F 16/93 (2019.01); G06F 40/166 (2020.01)] | 19 Claims |
1. A system for managing edits to localized versions of electronic content, the system comprising:
a processor; and
machine-readable media including instructions which, when executed by the processor, cause the processor to:
determine that a first edit event has occurred during access of a first localized version of a first base electronic content, the first base electronic content comprising electronic content in a first language, and the first localized version of the first base electronic content comprising at least a portion of the first base electronic content translated to a second language, the first edit event including a first modification of a first portion of the first localized version by a first user;
generate a first score for the first edit event based on at least a first content characteristic of the first modification and a first user characteristic that describes a usage history of the first user;
determine that the first modification has a high likelihood of being substantive based on at least the first score using a model which predicts whether modifications are substantive;
initiate, in response to the determination that the first modification has the high likelihood of being substantive, an automated propagation of the first modification to at least the first base electronic content;
present a message to a document manager requesting confirmation that the first modification was indeed substantive; and
reinforce the model using the confirmation from the document manager,
wherein the model determines whether the modifications are substantive by comparing scores of edit events with a first threshold and a second threshold such that the edit events having a score that falls below the first threshold are non-substantive edits, the edit events having a score that exceeds the first threshold and falls below the second threshold are ambiguous edits and the message to the document manager is presented, and the edit events having a score that exceeds the first threshold and the second threshold are substantive edits which are propagated without requiring confirmation from the document manager.
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