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US 2025/0148199 A1Published application
Generating natural language summaries of messages using language model neural networks
AssigneeGoogle Inc.
InventorGilman Edwin Tolle
Life of this patent
Estimating the term…
Abstract
Methods, systems, and apparatus, including computer programs encoded on computer storage media, for generating natural language summaries of user messages using language model neural networks.
Claims20
A method performed by one or more computers, the method comprising:
- obtaining a plurality of messages;
- clustering the messages into a plurality of clusters;
- for each of the clusters:
- selecting a plurality of the messages within the cluster;
- generating a first input prompt for a language model neural network from the selected messages;
- and
- processing the first input prompt using the language model neural network to generate a natural language summary of the cluster;
- generating data that associates, for each cluster, the natural language summary of the cluster with the messages within the cluster;
- and
- providing, for presentation on a user device, a user interface that presents the natural language summaries for the clusters.
7 more elements
A system comprising:
- one or more computers;
- and
- one or more storage devices storing instructions that, when executed by the one or more computers, cause the one or more computers to perform operations comprising:
- obtaining a plurality of messages;
- clustering the messages into a plurality of clusters;
- for each of the clusters:
- selecting a plurality of the messages within the cluster;
- generating a first input prompt for a language model neural network from the selected messages;
- and
- processing the first input prompt using the language model neural network to generate a natural language summary of the cluster;
- generating data that associates, for each cluster, the natural language summary of the cluster with the messages within the cluster;
- and
- providing, for presentation on a user device, a user interface that presents the natural language summaries for the clusters.
10 more elements
One or more non-transitory computer-readable storage media storing instructions that when executed by one or more computers cause the one or more computers to perform operations comprising:
- obtaining a plurality of messages;
- clustering the messages into a plurality of clusters;
- for each of the clusters:
- selecting a plurality of the messages within the cluster;
- generating a first input prompt for a language model neural network from the selected messages;
- and
- processing the first input prompt using the language model neural network to generate a natural language summary of the cluster;
- generating data that associates, for each cluster, the natural language summary of the cluster with the messages within the cluster;
- and
- providing, for presentation on a user device, a user interface that presents the natural language summaries for the clusters.
7 more elements
Dependencies are inferred from the claim text.