Proactive Query and Content Suggestion with Generative Model Generated Question and Answer

A computing system for proactive content suggestion newsfeed generation, the system comprising:

• one or more processors;
• and
• one or more non-transitory computer-readable media that collectively store instructions that, when executed by the one or more processors, cause the computing system to perform operations, the operations comprising:
• obtaining web data, wherein the web data is descriptive of content provided by a corpus of web resources;
• processing the web data to determine a plurality of change events occurred, wherein the plurality of change events comprise a plurality of updates associated with a plurality of topics;
• processing data descriptive of the plurality of change events with a language model to generate a plurality of query suggestions, wherein the language model comprises a generative model, and wherein each query suggestion is associated with a respective change event of the plurality of change events;
• for each respective query suggestion of the plurality of query suggestions:
• determining one or more web resources associated with the respective query suggestion, wherein the one or more web resources are associated with one or more topics of the respective change event of the plurality of change events;
• generating one or more graphical cards based on the one or more web resources;
• generating a respective pair comprising the respective query suggestion and the one or more graphical cards;
• and
• generating a newsfeed interface based on a plurality of respective pairs, wherein the newsfeed interface comprises a user interface that provides the plurality of query suggestions adjacent to respective graphical cards associated with the plurality of change events.

One or more non-transitory computer-readable media that collectively store instructions that, when executed by one or more computing devices, cause the one or more computing devices to perform operations, the operations comprising:

• obtaining web data, wherein the web data is descriptive of content provided by a corpus of web resources;
• processing the web data to determine a plurality of change events occurred, wherein the plurality of change events comprise a plurality of updates associated with a plurality of topics;
• processing data descriptive of the plurality of change events with a language model to generate a plurality of query suggestions, wherein the language model comprises a generative model, and wherein each query suggestion is associated with a respective change event of the plurality of change events;
• for each respective query suggestion of the plurality of query suggestions:
• determining one or more web resources associated with the respective query suggestion, wherein the one or more web resources are associated with one or more topics of the respective change event of the plurality of change events;
• generating one or more graphical cards based on the one or more web resources;
• generating a respective pair comprising the respective query suggestion and the one or more graphical cards;
• and
• generating a newsfeed interface based on a plurality of respective pairs, wherein the newsfeed interface comprises a user interface that provides the plurality of query suggestions adjacent to respective graphical cards associated with the plurality of change events.