公开(公告)号：US20230237436A1

公开(公告)日：2023-07-27

申请号：US18127360

申请日：2023-03-28

申请人： iCIMS, Inc.

发明人： Adrian MIHAI ,  Shiying CHEN

IPC分类号： G06Q10/1053 ,  G06N3/08 ,  G06Q30/0201

CPC分类号： G06Q10/1053 ,  G06N3/08 ,  G06Q30/0201

摘要： In some embodiments, a method can include receiving a set of job descriptions and a set of candidate profiles. Each job description is associated with a first subset of candidate profiles from the set of candidate profiles. The method can further include executing a model to identify, from the first subset of candidate profiles, a second subset of candidate profiles that satisfy a fit metric and a third subset of candidate profiles that does not satisfy the fit metric. The method can further include calculating a bias metric based on a true positive value, a false positive value, a true negative value, and a false negative value that were calculated based on auditing the second subset of candidate profiles and the third subset of candidate profiles. The method can further include updating the set of job descriptions based on the bias metric.

公开(公告)号：US20240362397A1

公开(公告)日：2024-10-31

申请号：US18655781

申请日：2024-05-06

申请人： iCIMS, Inc.

发明人： Eoin O'GORMAN ,  Adrian MIHAI

IPC分类号： G06F40/103 ,  G06F18/21 ,  G06F18/214 ,  G06F40/169 ,  G06F40/197 ,  G06N20/00 ,  G06Q10/1053 ,  G06V30/414

CPC分类号： G06F40/103 ,  G06F18/214 ,  G06F18/217 ,  G06F40/169 ,  G06F40/197 ,  G06N20/00 ,  G06Q10/1053 ,  G06V30/414 ,  G06V2201/13

摘要： In some embodiments, a method can include generating a resume document image having a standardized format, based on a resume document having a set of paragraphs. The method can further include executing a statistical model to generate an annotated resume document image from the resume document image. The annotated resume document image can indicate a bounding box and a paragraph type, for a paragraph from a set of paragraphs of the annotated resume document image. The method can further include identifying a block of text in the resume document corresponding to the paragraph of the annotated resume document image. The method can further include extracting the block of text from the resume document and associating the paragraph type to the block of text.

公开(公告)号：US20220366123A1

公开(公告)日：2022-11-17

申请号：US17738806

申请日：2022-05-06

申请人： iCIMS, Inc.

发明人： Eoin O'GORMAN ,  Adrian MIHAI

IPC分类号： G06F40/103 ,  G06N20/00 ,  G06F40/197 ,  G06Q10/10 ,  G06K9/62 ,  G06V30/414 ,  G06F40/169

摘要： In some embodiments, a method can include generating a resume document image having a standardized format, based on a resume document having a set of paragraphs. The method can further include executing a statistical model to generate an annotated resume document image from the resume document image. The annotated resume document image can indicate a bounding box and a paragraph type, for a paragraph from a set of paragraphs of the annotated resume document image. The method can further include identifying a block of text in the resume document corresponding to the paragraph of the annotated resume document image. The method can further include extracting the block of text from the resume document and associating the paragraph type to the block of text.

公开(公告)号：US20240289749A1

公开(公告)日：2024-08-29

申请号：US18656117

申请日：2024-05-06

申请人： iCIMS, Inc.

发明人： Adrian MIHAI ,  Shiying CHEN

IPC分类号： G06Q10/1053 ,  G06N3/08 ,  G06Q30/0201

CPC分类号： G06Q10/1053 ,  G06N3/08 ,  G06Q30/0201

摘要： In some embodiments, a method can include receiving a set of job descriptions and a set of candidate profiles. Each job description is associated with a first subset of candidate profiles from the set of candidate profiles. The method can further include executing a model to identify, from the first subset of candidate profiles, a second subset of candidate profiles that satisfy a fit metric and a third subset of candidate profiles that does not satisfy the fit metric. The method can further include calculating a bias metric based on a true positive value, a false positive value, a true negative value, and a false negative value that were calculated based on auditing the second subset of candidate profiles and the third subset of candidate profiles. The method can further include updating the set of job descriptions based on the bias metric.

公开(公告)号：US20230026042A1

公开(公告)日：2023-01-26

申请号：US17376665

申请日：2021-07-15

申请人： iCIMS, Inc.

发明人： Adrian MIHAI ,  Shiying CHEN

IPC分类号： G06Q10/10 ,  G06Q30/02 ,  G06N3/08

摘要： In some embodiments, a method can include receiving a set of job descriptions and a set of candidate profiles. Each job description is associated with a first subset of candidate profiles from the set of candidate profiles. The method can further include executing a model to identify, from the first subset of candidate profiles, a second subset of candidate profiles that satisfy a fit metric and a third subset of candidate profiles that does not satisfy the fit metric. The method can further include calculating a bias metric based on a true positive value, a false positive value, a true negative value, and a false negative value that were calculated based on auditing the second subset of candidate profiles and the third subset of candidate profiles. The method can further include updating the set of job descriptions based on the bias metric.