Patent · US Active

Classifying data using machine learning

US12244556B1 · kind B1 · utility

0Cited by

29References

25Claims

0Family size

Assignee

DOMA TECHNOLOGY LLC · US

Inventors

Ying Jiang · Berlin, DE
Apoorv Sharma · San Francisco, US
Brian Holligan · San Francisco, US

Key dates

Filing date	Feb 21, 2023
Grant date	Mar 4, 2025
Priority date	—
Expiry date	Feb 21, 2043

Classification

Technology area (CPC H)Electricity
CPC primaryH04L51/08
WIPO fieldComputer technology
WIPO sectorElectrical engineering

Abstract

Methods, systems, and apparatus, including computer programs encoded on computer storage media, for machine learning. One of the methods includes receiving a message; parsing the message to identify individual sentences within the message; encoding each sentence into a vector that represents a semantic meaning of the sentence; applying one or more classification models to the message including: providing each vector to a machine learning model, wherein the machine learning model is trained to generate a prediction of one or more classifications for each sentence of the message; generating a predicted classification for the message as a whole; and determining a message routing based on the predicted classification.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.