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Bad term recognition method and device, electronic device and storage medium

A recognition method and terminology technology, applied in the computer field, can solve problems such as discriminatory hostility, abusiveness, harm to physical and mental health and personality growth, and achieve the effect of improving the recognition rate

Pending Publication Date: 2020-06-05
PING AN TECH (SHENZHEN) CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

The emergence of these software or application programs has brought people an increasingly colorful spiritual life, but due to its openness, it has also brought some problems
For example, there will be abusive, discriminatory and hostile comments in the above software or applications
If bad speech or bad articles become the mainstream, it will seriously endanger the physical and mental health and personality growth of immature netizens, and it will also greatly reduce the user experience of Internet products

Method used

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  • Bad term recognition method and device, electronic device and storage medium
  • Bad term recognition method and device, electronic device and storage medium
  • Bad term recognition method and device, electronic device and storage medium

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0048] figure 1 It is a flow chart of the bad word recognition method provided by Embodiment 1 of the present invention. According to different requirements, the execution sequence in the flowchart can be changed, and some steps can be omitted.

[0049] Step S1, acquiring text information.

[0050] In this embodiment, the text information may be text information input by the user, or text information obtained after text conversion is performed according to the collected voice information.

[0051] For example, when the method for identifying bad words is used to identify whether user comments in live broadcast software such as Douyu Live or Huya Live include bad words, user comments input by users in the live broadcast software may be collected as the text information.

[0052] As another example, when the trash talk recognition method is used to identify whether someone uses bad language in a certain environment scene, a microphone may be used to collect voice information o...

Embodiment 2

[0087] figure 2 It is a functional block diagram of a preferred embodiment of the device for identifying bad words in the present invention.

[0088] In some embodiments, the bad word recognition device 20 (for convenience of description, referred to as "recognition device" for short) runs in an electronic device. The identification device 20 may include a plurality of functional modules composed of program code segments. The program codes of each program segment in the identification device 20 can be stored in a memory and executed by at least one processor to perform the function of identifying bad words.

[0089] In this embodiment, the identification device 20 can be divided into multiple functional modules according to the functions it performs. The functional modules may include: an acquisition module 201 , an encoding module 202 , a processing module 203 , an input module 204 , a calculation module 205 and a comparison module 206 . The module referred to in the pres...

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PUM

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Abstract

The invention provides a bad term recognition method. The method comprises the steps of obtaining text information; performing one-hot coding on each word in the text information to obtain a feature vector of each word; processing the feature vector through a pre-trained word vector model to obtain word vector information; sequentially inputting the word vector information of each word in the textinformation into a neural network model to obtain an output result; inputting the output result into a shallow neural network to complete probability calculation; and comparing the calculated probability with a probability threshold to determine whether the text information is a bad term. The invention further provides a bad term recognition device, an electronic device and a storage medium. According to the invention, the bad term can be accurately identified.

Description

technical field [0001] The present invention relates to the field of computer technology, in particular to a bad word recognition method, device, electronic device and storage medium. Background technique [0002] In the past two years, the Internet has maintained its strong growth momentum in the past and has further penetrated into all aspects of people's lives. For example, there are various live broadcast software, such as Douyu Live and Huya Live, and various information streaming applications, such as Douyin and Toutiao. The emergence of these software or application programs has brought people an increasingly colorful spiritual life, but because of its openness, it has also brought some problems. For example, abusive, discriminatory and hostile comments may appear in the above-mentioned software or applications. If bad speech or bad articles become the mainstream, it will seriously endanger the physical and mental health and personality growth of immature netizens, ...

Claims

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Application Information

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IPC IPC(8): G06F40/284G06F40/30G06N3/04G06N3/08
CPCG06N3/08G06N3/045
Inventor 曾昱为瞿晓阳王健宗
Owner PING AN TECH (SHENZHEN) CO LTD