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公开(公告)号：US11893542B2
公开(公告)日：2024-02-06
申请号：US17508988
申请日：2021-10-23
发明人： Sean Hinton , Mohan Reddy , Sergey Bukharov , Yuri Yerastov
IPC分类号： G06F16/2457 , G06F40/211 , G06F40/30 , G06F40/279 , G06Q10/1053 , G06N3/04 , G06Q30/018 , G06Q10/0639
CPC分类号： G06Q10/1053 , G06F16/24578 , G06F40/211 , G06F40/279 , G06F40/30 , G06N3/04 , G06Q10/06398 , G06Q30/018
摘要： A data management server computer (“server”) and related methods are disclosed to enhance electronic documents or search processes related to skill data, including skill names, using machine learning techniques. The server is programmed to organize skill names from a dictionary into a knowledge graph. The knowledge graph includes nodes that represent the skill names and words of the skill names and edges that represent syntactic or semantic relationships. The server is programmed to respond to skill-related requests using the knowledge graph and track access patterns of the knowledge graph in responding to the requests. The replies to the request can be generated based on the structure or access patterns of the knowledge graph and used as search results or skill-related data, such as resumes or job descriptions.
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公开(公告)号：US12079777B2
公开(公告)日：2024-09-03
申请号：US17833744
申请日：2022-06-06
发明人： Yuri Yerastov , Mohan Reddy , Sean Thomas Hinton , Mykhailo Timonin , Sergey Bukharov , Rupert Cosulich
IPC分类号： G06Q10/1053 , G06F40/20 , G06F40/30 , G06N5/022 , G06N20/00
CPC分类号： G06Q10/1053 , G06F40/20 , G06F40/30 , G06N5/022 , G06N20/00
摘要： Techniques are described for automatically generating job descriptions. Training data is used to define job categories, job sections, and selective phrases for each job category and job section. In response to receiving request to generate a job description, a job category or additional information is derived from the request. Such information is used to populate existing templates for a job description based on a skill knowledge graph, which connects skill names based on hypernym trees and enables enhancement of a job description with better or broader coverage.
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公开(公告)号：US20240135329A1
公开(公告)日：2024-04-25
申请号：US18399184
申请日：2023-12-28
发明人： Sean Hinton , Mohan Reddy , Sergey Bukharov , Yuri Yerastov
IPC分类号： G06Q10/1053 , G06F16/2457 , G06F40/211 , G06F40/279 , G06F40/30 , G06N3/04 , G06Q10/0639 , G06Q30/018
CPC分类号： G06Q10/1053 , G06F16/24578 , G06F40/211 , G06F40/279 , G06F40/30 , G06N3/04 , G06Q10/06398 , G06Q30/018
摘要： A method comprises obtaining a hypernym tree for a word selected from each skill name of a plurality of skill names, the obtained hypernym tree including a node for each meaning of the word, each node of an obtained hypernym tree for a meaning of a word including one or more synonyms corresponding to the meaning and a summary description of the meaning, at least one hypernym tree including nodes for meanings of different words; creating an embedding for each skill name and for each synonym and the summary description included in a node of each obtained hypernym tree computing, a distance between the embedding for a skill name and the embedding for each synonym and summary description included in a node of an obtained hypernym tree; assigning to the skill name a meaning of a word associated with a node of any obtained hypernym tree that leads to a lowest distance.
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