Encoding a job posting as an embedding using a graph neural network

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United States of America Patent

PATENT NO 11861295
APP PUB NO 20230125711A1
SERIAL NO

17511162

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Abstract

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Described herein are techniques for using a graph neural network to encode online job postings as embeddings. First, an input graph is defined by processing one or more rules to discover edges that connect nodes in an input graph, where the nodes of the input graph represent job postings or standardized job attributes, and the edges are determined based on analyzing a log of user activity directed to online job postings. Next, a graph neural network (GNN) is trained based on an edge prediction task. Finally, once trained, the GNN is used to derive node embeddings for the nodes (e.g., job postings) of the input graph, and in some instances, new online job postings not represented in the original input graph.

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Patent Owner(s)

Patent OwnerAddress
MICROSOFT TECHNOLOGY LICENSING LLCONE MICROSOFT WAY REDMOND WA 98052

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Li, Shan Santa Clara, US 103 233
Shi, Baoxu Sunnyvale, US 6 16
Yang, Jaewon Sunnyvale, US 36 70

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