公开(公告)号：US20230306372A1

公开(公告)日：2023-09-28

申请号：US17688409

申请日：2022-03-07

Applicant: Microsoft Technology Licensing, LLC

Inventor： Xilun Chen ,  Chen-Kun Chuang ,  Xing Wu ,  Fei Chen ,  Wenxuan Gao ,  Jingwei Wu ,  Rohan Rajiv ,  Swathi Singh ,  Mathias Arkayin ,  Andrew Wu

IPC: G06Q10/10 ,  G06N3/08

CPC classification number: G06Q10/1053 ,  G06N3/08

Abstract: In an example embodiment, a deep neural network is used to predict a classification for ingested job listings for a piece of information that is missing from the ingested job listings. More particularly, the deep neural network may comprise a multi-layer perceptron with a plurality of rectifier linear units (ReLUs). For a given category of information, a plurality of different information entities may be evaluated by the multi-layer perceptron against features of a job listing, producing a probability prediction of reach of those information entities for the job listing. The information entity with the highest predicted probability is identified by the multi-layer perceptron as the predicted information entity for that given category of information for the job listing.

公开(公告)号：US20240184789A1

公开(公告)日：2024-06-06

申请号：US18076057

申请日：2022-12-06

Applicant: Microsoft Technology Licensing, LLC

Inventor： George J. Pearman ,  Michael Chernyak ,  Jingwei Wu ,  Scott A. Banachowski

IPC: G06F16/2457 ,  G06F16/22 ,  G06F16/2453

CPC classification number: G06F16/24578 ,  G06F16/22 ,  G06F16/24535

Abstract: Methods, systems, and computer programs are presented for creating a query template optimized for recall and precision to be used in database searches. One method includes operations for identifying a training set for training a model, generating subqueries based on features associated with the training set, and performing iterations to create a query template. Each iteration comprises performing a search for each subquery based on a disjunction of the subquery and the query template, calculating a precision of each subquery, and adding the subquery with the highest precision to the query template. The method further includes operations for receiving a search query from a device of a first user, customizing the query template based on the search query and information of the first user to obtain a search selection query, and performing a search utilizing the search selection query. The search results are presented on a display.

公开(公告)号：US20210357458A1

公开(公告)日：2021-11-18

申请号：US16877147

申请日：2020-05-18

Applicant: Microsoft Technology Licensing, LLC

Inventor： Jingwei Wu ,  Caleb Johnson ,  Yu Liu ,  Dianxia Yang ,  George James Pearman ,  Funing Xu

IPC: G06F16/9038 ,  G06Q10/06 ,  G06Q10/10

Abstract: Techniques are provided for automatically generating a real-time notification associated with a job posting. In one technique, in response to receiving a job posting, a plurality of saved searches that includes a first set of criteria and a second set of criteria is identified. For each saved search, a job posting is added to a first subset of saved searches if the job posting satisfies the first set of criteria. For each saved search of the first subset, a saved search is added to a second subset of saved searches if the job posting satisfies the second set of criteria. For each saved search of the second subset, a notification associated with the job posting is automatically sent to a computing device of a user associated with each saved search of the second subset.