Data processing method and device, storage medium

A data processing and processor technology, applied in the field of data processing, can solve the problems of increasing labeling costs and low processing capacity, and achieve the effects of reducing labor costs and time costs, improving processing capabilities, and reducing the number of labels

Active Publication Date: 2021-11-30
BEIJING BAIDU NETCOM SCI & TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] The tiled labeling method has dozens of intents for only one business type, and as the business expands, the number of intents is likely to expand to thousands, which greatly increases the cost of labeling and has low processing capacity

Method used

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  • Data processing method and device, storage medium
  • Data processing method and device, storage medium
  • Data processing method and device, storage medium

Examples

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Embodiment 1

[0035] An embodiment of the present invention provides a data processing method. Please refer to figure 1 , the method includes the following steps:

[0036] S102. Perform feature recognition processing on the data to be processed according to preset dimensions to obtain dimensional features of the data to be processed; wherein the preset dimensions include: behavior dimension, domain dimension and purpose dimension.

[0037] Specifically, in the specific application scenario of human-computer interaction, the data to be processed may be interaction data input by the user.

[0038] S104. Mark the data to be processed according to the identified dimensional features.

[0039] For ease of understanding, the dimensions involved in the embodiments of the present invention are described below.

[0040] First, the dimension of action (act) is used to characterize the requested processing manner of the data to be processed.

[0041] Specifically, the behavior dimension features i...

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PUM

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Abstract

The invention provides a data processing method and device, and a storage medium. The method includes: performing feature recognition processing on the data to be processed according to preset dimensions to obtain the dimensional features of the data to be processed; wherein, the preset dimensions include: behavior dimension, field dimension and purpose dimension; thus, according to the identification Label the data to be processed based on the obtained dimensional features. The technical scheme provided by the invention can reduce the labeling cost and improve the processing capacity.

Description

technical field [0001] The present invention relates to the technical field of data processing, in particular to a data processing method and device, and a storage medium. Background technique [0002] With the continuous development of artificial intelligence technology, intelligent robots are used in more and more scenarios to answer users' questions. [0003] In the prior art, a machine learning model is generally trained by a machine learning method to achieve a response. Before the training of the machine learning model, high-quality input data with clear intention features is required. At present, the work of intent labeling is generally done manually by maintenance personnel, and the labeling method is generally tiled, that is, the maintenance personnel manually recognize the semantics and label the expressed intent. [0004] The tiled labeling method has dozens of intents for only one business type, and as the business expands, the number of intents is likely to ex...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F16/332
Inventor 刘佳祥万星白林楠张傲王经委李芝孙宇
Owner BEIJING BAIDU NETCOM SCI & TECH CO LTD
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