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A data labeling method, device and storage medium

A data and labeling model technology, applied in the computer field, can solve problems such as inability to guarantee accuracy, achieve the effect of compensating for efficiency problems, guaranteeing efficiency and accuracy, and improving accuracy

Active Publication Date: 2022-05-17
INDUSTRIAL AND COMMERCIAL BANK OF CHINA
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AI Technical Summary

Problems solved by technology

In the existing technology, the model is usually used for automatic labeling of repeated labeling samples and samples that can be recognized by the model. However, the large-scale use of model labeling can improve the labeling efficiency, but the accuracy cannot be guaranteed.

Method used

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  • A data labeling method, device and storage medium
  • A data labeling method, device and storage medium
  • A data labeling method, device and storage medium

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Embodiment Construction

[0015] The following will clearly and completely describe the technical solutions in the embodiments of the present specification in combination with the drawings in the embodiments of the present specification. Obviously, the described embodiments are only some of the embodiments of the present specification, not all of them. Based on the embodiments in this specification, all other embodiments obtained by persons of ordinary skill in the art without creative efforts shall fall within the protection scope of this specification.

[0016] In this embodiment, the subject that executes the data labeling method may be an electronic device with a logic operation function, the electronic device may be a server or a client, and the client may be a desktop computer, a tablet computer, a notebook computer, Workstation etc. Of course, the client is not limited to the above-mentioned electronic device with a certain entity, and it may also be software running on the above-mentioned elect...

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Abstract

The embodiments of this specification provide a data labeling method, device and storage medium. The method includes: classifying the data to be marked according to the content expressed in the data to be marked; according to the type of the data to be marked, selecting a corresponding pre-marking model to mark the data to be marked once, and obtaining the first marking result ; performing secondary labeling on the data marked once to obtain a second labeling result; using the second labeling result as a final labeling result. Through the above method, the efficiency and accuracy of data labeling are guaranteed. Using the model for pre-labeling compensates for the efficiency of manual labeling. At the same time, the accuracy of pure model labeling is improved by using secondary labeling.

Description

technical field [0001] The embodiments of this specification relate to the field of computer technology, and in particular to a data labeling method, device, and storage medium. Background technique [0002] With the rapid development of the Internet and artificial intelligence, the business volume is also increasing, and the amount of unstructured data labeling required in the process of artificial intelligence development / recognition is increasing. The traditional labeling method consumes huge human, financial and time-consuming , such as the voice data labeling work of collection robots, and the text intent labeling work, need to consume huge manpower and material resources. [0003] The labeling work has become the bottleneck of the rapid development of artificial intelligence, and in the labeling process, repeated labeled samples and samples that can be recognized by the model account for a large proportion. In the prior art, models are usually used for automatic label...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F16/35G06F16/25
CPCG06F16/35G06F16/258
Inventor 李金泽相妹李晓萍黄炳
Owner INDUSTRIAL AND COMMERCIAL BANK OF CHINA
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