Patent ID: 11966700
Assignee: MICROSOFT TECHNOLOGY LICENSING, LLC
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 14:
15. A system, comprising:
at least one processor;
at least one computer memory operably coupled to the at least one processor;
the at least one computer memory configured according to a multi-level model;
the multi-level model comprising a first machine learning model to generate, for each word of a text sequence, a segment-level feature set of a multi-level feature set and a model to generate, for each word of the text sequence, a non-segment level feature set of the multi-level feature set;
the first machine learning model comprising a deep neural network trained on segment training data;
the segment training data generated by determining a text sequence length threshold and a segment length threshold different from the text sequence length threshold, and, for text sequence training data having a length less than or equal to the text sequence length threshold, generating a plurality of segments of the text sequence training data that each are less than or equal to the segment length threshold.