US 2023/0142718 A1 · SYSTEMS AND METHODS FOR GENERATING DYNAMIC FEED OF EDUCATIONAL CONTENT

Abstract

The present disclosure provides systems and methods for indexing and presenting teaching resources. A system can generate, using a transformer model, a set of embeddings for information resources. The set of embeddings for each of the information resources collectively form an embeddings space comprising a plurality of pivots. The system can store, in a database, identifiers of the information resources in association with the plurality of pivots. The system can generate query embeddings by inputting a set of query terms received from a client device into the transformer model. The system can determine a subset of the information resources based on a distance in the embeddings space between the query embeddings and the plurality of pivots. The system can present, on a display of the client device, the subset of information resources in response to the set of query terms.

Claims20

Dependent claims

A method of indexing and presenting teaching resources, comprising:

generating, by one or more processors coupled to memory, using a transformer model, a set of embeddings for each of a plurality of information resources, such that the set of embeddings for each of the plurality of information resources collectively form an embeddings space comprising a plurality of pivots;
storing, by the one or more processors, in a database, identifiers of one or more of the plurality of information resources in association with a corresponding one of the plurality of pivots;
generating, by the one or more processors, query embeddings by inputting a set of query terms received from a client device into the transformer model;
selecting, by the one or more processors, a subset of the plurality of information resources based on a distance in the embeddings space between the query embeddings and the plurality of pivots;
and
presenting, by the one or more processors, on a display of the client device, each of the subset of the plurality of information resources in response to the set of query terms.

3 more elements

A system for indexing and presenting teaching resources, comprising:

one or more processors coupled to memory, the one or more processors configured to:
generate, using a transformer model, a set of embeddings for each of a plurality of information resources, such that the set of embeddings for each of the plurality of information resources collectively form an embeddings space comprising a plurality of pivots;
store, in a database, identifiers of one or more of the plurality of information resources in association with a corresponding one of the plurality of pivots;
generate query embeddings by inputting a set of query terms received from a client device into the transformer model;
select a subset of the plurality of information resources based on a distance in the embeddings space between the query embeddings and the plurality of pivots;
and
present, on a display of the client device, each of the subset of the plurality of information resources in response to the set of query terms.

4 more elements

Dependencies are inferred from the claim text.

Systems and methods for generating dynamic feed of educational content

Life of this patent

Systems and methods for generating dynamic feed of educational content

Life of this patent

Abstract

Claims20