USER PROFILE FILTERING BASED UPON SENSITIVE TOPICS

    公开(公告)号:US20250005085A1

    公开(公告)日:2025-01-02

    申请号:US18216624

    申请日:2023-06-30

    Abstract: One or more systems and/or methods for filtering user profiles based upon sensitive topics are provided. A set of candidate topics labeled with sensitivity labels corresponding to whether candidate topics are sensitive topics or non-sensitive topics are generated. The sensitivity labels are applied to an unknown entity space of entities to label the entities with the sensitivity labels to create a set of labeled topics labeled as either the sensitive topics or the non-sensitive topics. The set of labeled topics and metadata for the set of labeled topics are stored within a central sensitivity data store. The set of labeled topics and metadata within the central sensitivity data store are used to filter sensitive topics from user profiles of users.

    SYSTEM AND METHOD FOR IDENTIFYING LONG-TAIL TOPICS AND CONTENT AND APPLICATIONS THEREOF

    公开(公告)号:US20240386064A1

    公开(公告)日:2024-11-21

    申请号:US18320350

    申请日:2023-05-19

    Abstract: The present teaching relates to method, system, medium, and implementations for content serving. A user's profile characterizing the user's long-tail interest with respect to some long-tail topics may be obtained. Each long-tail topic in the user's profile is associated with a long-tail topic score representing a degree of the user's interest in the long-tail topic. Long-tail content in some long-tail topics may be identified for the user and sent to the user. When information about online activities of the user directed to the long-tail content is received, corresponding long-tail topic scores in the user profile associated with the long-tail topics are updated based on the user's online activities.

    AUTOMATED IDENTIFICATION AND UTILIZATION OF SEMANTIC INFORMATION FOR CONTENT ITEMS

    公开(公告)号:US20250005382A1

    公开(公告)日:2025-01-02

    申请号:US18217573

    申请日:2023-07-02

    Abstract: One or more systems and/or methods for identifying and utilizing semantic information for content items are provided. Data is collected from data sources that provide information about content items. Authority scores are assigned to the data sources based upon authoritativeness of the data sources. The data from the data sources is processed to create candidate collections of semantic information. The authority scores are utilized to select semantic information for the content item from the candidate collections. A semantic-based action is performed using the semantic information.

    SYSTEM AND METHOD FOR PERSONALIZATION VIA USER EMBEDDINGS AND APPLICATIONS THEREOF

    公开(公告)号:US20240428295A1

    公开(公告)日:2024-12-26

    申请号:US18340555

    申请日:2023-06-23

    Abstract: The present teaching relates to method, system, medium, and implementations for personalized content service. Information related to a user is first obtained with a user profile indicative of multiple interests of the user. User embeddings are computed with respect to some interests of the user based on interest embeddings of such interests to capture semantics of such interests as well as additional interests temporally related to the interests. Personalized content is identified based on the user embeddings and is provided to the user.

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