Entity linking method and device

An entity and position vector technology, applied in the field of knowledge graph, can solve the problems of low efficiency, limited applicability and low accuracy, and achieve the effect of improving accuracy, improving link efficiency and ensuring accuracy.

Pending Publication Date: 2022-04-01
BEIJING KINGSOFT DIGITAL ENTERTAINMENT CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

The field of entity linking is no exception. Through methods such as shallow word vectors or neural network models, the effect of entity linking tasks has been improved to a certain extent, but at least there are problems such as low efficiency, limited applicability, and low accuracy that need to be resolved urgently.

Method used

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  • Entity linking method and device
  • Entity linking method and device

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Embodiment Construction

[0053]In the following description, numerous specific details are set forth in order to provide a thorough understanding of the application. However, the present application can be implemented in many other ways different from those described here, and those skilled in the art can make similar promotions without violating the connotation of the present application. Therefore, the present application is not limited by the specific implementation disclosed below.

[0054] Terms used in one or more embodiments of the present application are for the purpose of describing specific embodiments only, and are not intended to limit the one or more embodiments of the present application. As used in one or more embodiments of this application and the appended claims, the singular forms "a", "the", and "the" are also intended to include the plural forms unless the context clearly dictates otherwise. It should also be understood that the term "and / or" used in one or more embodiments of the...

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Abstract

The invention provides an entity linking method and device.The entity linking method comprises the steps that a to-be-linked text is input into a pre-trained information labeling model, a first coding vector output by the information labeling model is obtained, the first coding vector represents an entity reference of the to-be-linked text, and the first coding vector represents the entity reference of the to-be-linked text; based on the first coding vector and time information contained in the to-be-linked text, resume information related to the to-be-linked text is screened out from a pre-constructed knowledge graph, the resume information is input into a pre-trained vector coding model, a second coding vector output by the vector coding model is obtained, and the second coding vector is used for coding the to-be-linked text. The first coding vector represents a candidate entity of the resume information, the second coding vector represents a candidate entity of the resume information, and entity linking is performed on the entity reference and the candidate entity under the condition that the matching degree between the first coding vector and the second coding vector is determined to be greater than a preset matching degree threshold value.

Description

technical field [0001] The present application relates to the technical field of knowledge graphs, in particular to an entity linking method and device, a computing device, and a computer-readable storage medium. Background technique [0002] With the rapid development of the Internet, all kinds of text information on the Internet include various entity designations such as names of people, places, and organizations. Due to the diversity of natural language expressions, an entity reference can often point to multiple real entities. Therefore, in order to correctly understand the real meaning of the entity reference in the text, it is necessary to link the entity reference in the text to the corresponding unambiguous entity knowledge base. Physically. [0003] Due to the excellent characteristics of end-to-end and no need for artificial feature engineering, neural network and deep learning methods have been quickly applied to some tasks of computer vision and natural languag...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F40/279G06K9/62G06V10/75G06V10/764
Inventor 弓源李长亮汪美玲
Owner BEIJING KINGSOFT DIGITAL ENTERTAINMENT CO LTD
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