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公开(公告)号:WO2022216935A1
公开(公告)日:2022-10-13
申请号:PCT/US2022/023840
申请日:2022-04-07
Applicant: NEC LABORATORIES AMERICA, INC.
Inventor: MIN, Renqiang , MELVIN, Iain , WHITE, Christopher A , MALON, Christopher , GRAF, Hans Peter
Abstract: Systems and methods for matching job descriptions with job applicants is provided. The method includes allocating each of one or more job applicants curriculum vitae (CV) into sections 320; applying max pooled word embedding 330 to each section of the job applicants CVs; using concatenated max-pooling and average-pooling 340 to compose the section embeddings into an applicants CV representation; allocating each of one or more job position descriptions into specified sections 220; applying max pooled word embedding 230 to each section of the job position descriptions; using concatenated max-pooling and average-pooling 240 to compose the section embeddings into a job representation; calculating a cosine similarity 250, 350 between each of the job representations and each of the CV representations to perform job-to-applicant matching; and presenting an ordered list of the one or more job applicants 360 or an ordered list of the one or more job position descriptions 260 to a user.