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Google patents model that predicts user actions from event sequences

Patent drawing
Patent drawing from the official filing.

Google describes a system that trains a generative language model on structured data of user actions to forecast future behavior. The model takes recent user events as input to predict what the user might do next, allowing for customizable analysis outputs.

Why it mattersThis approach could help apps and services anticipate user needs more accurately by learning patterns from past actions rather than relying on static rules.

In the filing’s own words

Systems and methods for generating customizable models for predicting user behavior are provided. Such a method includes: obtaining first structured event data representative of first events performed by one or more users; training a generative language model using the first structured event data; obtaining second structured event data representative of one or more second events performed by a user; and predicting, at least in part by applying the second structured event data as an input to the trained generative language model, third structured event data representative of behavior associated with the user according to one or more customizable analytic outputs.

What exactly they claim (claim 1)

1. A method for predicting user behavior with customizable event modeling, the method comprising: obtaining, by a computing system, first structured event data representative of first events performed by one or more users; training, by the computing system, a generative language model using the first structured event data; obtaining, by the computing system, second structured event data representative of one or more second events performed by a user; and predicting, by the computing system and at least in part by applying the second structured event data as an input to the trained generative language model, third structured event data representative of behavior associated with the user according to one or more customizable analytic outputs.

Facts

Company
Google (GOOGLE LLC)
Official title
USER BEHAVIOR PREDICTION VIA GENERATIVE MODELING OF EVENT SEQUENCES
Publication number
US20260320373A1
Application number
18859865
Filed
Dec 26, 2023
Published
Oct 15, 2026
Inventors
3
Claims
20

Classified under

G06N 3/08 Physics & computingG06N 3/0475 Physics & computing
Read the full filing (official PDF) ↗ Open in the Patent Tracker

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Summaries are simplified from the filing’s own abstract and first claim. A patent filing is not a product announcement.
Patent data and drawings: U.S. Patent and Trademark Office (USPTO). Nebula is not affiliated with or endorsed by the USPTO.