CONCEPT REFINEMENT USING CONCEPT ACTIVATION VECTORS

    公开(公告)号:EP4361849A1

    公开(公告)日:2024-05-01

    申请号:EP23206122.6

    申请日:2023-10-26

    申请人: eBay Inc.

    IPC分类号: G06F16/9532

    CPC分类号: G06F16/9532

    摘要: 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.