Concept refinement using concept activation vectors

    公开(公告)号:US12154160B2

    公开(公告)日:2024-11-26

    申请号:US18050378

    申请日:2022-10-27

    Applicant: eBay Inc.

    Abstract: A search query and a concept comprising a feature are received from a user. Positive and negative item sets are identified, where items of the positive item set comprise the feature and items of the negative item set do not comprise the feature. A hyperplane located between the positive and negative item sets is generated using a machine learning model. A concept activation vector (CAV) orthogonal to the hyperplane is determined. The CAV is used to produce a modified search query vector. Based on comparing the modified search query vector with item vectors, a second set of search results is provided.

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