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Data labeling method and related device

A data labeling and data technology, applied in the field of data labeling methods and related devices, can solve problems such as data labeling errors, adverse effects on data labeling quality, and low processing efficiency.

Active Publication Date: 2020-08-07
MASHANG CONSUMER FINANCE CO LTD
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0003] However, different industries have different natural language knowledge, and with the development of science and technology, the relevant natural language knowledge is becoming more and more complex and diverse. In the process of data labeling, it is inevitable that data labeling errors will occur. Technology has no countermeasures for such situations, and the efficiency of error labeling is low, which in turn has an adverse impact on the quality of data labeling

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Embodiment Construction

[0018] The solutions of the embodiments of the present application will be described in detail below in conjunction with the accompanying drawings.

[0019] In the following description, for purposes of illustration rather than limitation, specific details, such as specific system architectures, interfaces, and techniques, are set forth in order to provide a thorough understanding of the present application.

[0020] The terms "system" and "network" are often used interchangeably herein. The term "and / or" in this article is just an association relationship describing associated objects, which means that there can be three relationships, for example, A and / or B can mean: A exists alone, A and B exist simultaneously, and there exists alone B these three situations. In addition, the character " / " in this article generally indicates that the contextual objects are an "or" relationship. In addition, "many" herein means two or more than two.

[0021] see figure 1 , figure 1 It ...

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Abstract

The invention discloses a data labeling method and a related device. The data labeling method comprises the following steps: inputting to-be-labeled data into a hierarchical labeling system, and determining a data label of the to-be-labeled data; if the to-be-labeled data is a non-class data label in the sub-label layer corresponding to the determined data label, searching for a data label meetinga preset condition from other data labels located at the same level as the determined data label; and if the data label meeting the preset condition is found, correspondingly labeling the data labelof the to-be-labeled data by using the sub-label of the data label meeting the preset condition and the data label of the upper layer of the sub-label of the data label meeting the preset condition. According to the scheme, the error annotation processing efficiency can be improved, and the data annotation quality is improved.

Description

technical field [0001] The present application relates to the technical field of artificial intelligence, in particular to a data labeling method and a related device. Background technique [0002] In recent years, great breakthroughs have been made in AI (Artificial Intelligence, artificial intelligence) fields such as deep learning and machine learning, and AI has been widely and deeply applied in various fields. In addition, data labeling is known as the "food" in the field of artificial intelligence, so data labeling has naturally become a hot spot in the field of artificial intelligence. [0003] However, different industries have different natural language knowledge, and with the development of science and technology, the relevant natural language knowledge is becoming more and more complex and diverse. In the process of data labeling, it is inevitable that data labeling errors will occur. Technology does not yet have a strategy to deal with such situations, and the e...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/901G06F16/907
CPCG06F16/901G06F16/907
Inventor 刘睿靳丁南罗欢权圣
Owner MASHANG CONSUMER FINANCE CO LTD
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