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Keyword generation method and device, equipment and medium

A keyword and model generation technology, applied in the direction of special data processing applications, instruments, semantic tool creation, etc., can solve the problem of low keyword quality, achieve the purpose and advantages of concise and easy to understand

Active Publication Date: 2021-05-14
杭州远传新业科技股份有限公司
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] Embodiments of the present invention provide a keyword generation method, device, equipment, and medium to at least solve the problem of low keyword quality

Method used

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  • Keyword generation method and device, equipment and medium
  • Keyword generation method and device, equipment and medium
  • Keyword generation method and device, equipment and medium

Examples

Experimental program
Comparison scheme
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Embodiment 1

[0050] Based on the above principles, this embodiment provides a method for generating keywords, figure 1 It is a flow chart of the keyword generation method of the present invention.

[0051] Such as figure 1 As shown, the keyword generation method includes the following steps:

[0052] S101. Obtain training data, where the training data includes documents, keywords contained in the documents, domain knowledge graph entities, and annotation data of the documents.

[0053]In this embodiment, a large amount of sample data for extracting Chinese keywords is obtained. The sample data includes several documents and keywords corresponding to each document, and the corresponding documents are marked by keywords to obtain document labeling data. At the same time, it is also necessary to obtain the keywords and domain knowledge graph entities contained in these documents, and use the documents and the keywords and domain knowledge graph entities contained in the documents, as well a...

Embodiment 2

[0127] This embodiment provides a keyword generation device, which is used to implement the above-mentioned embodiments and preferred embodiments, and those that have already been described will not be described in detail. The terms "module", "unit", and "subunit" used in the following ” and other combinations of software and / or hardware that can realize predetermined functions. Although the devices described in the following embodiments are preferably implemented in software, implementation in hardware, or a combination of software and hardware is also possible and conceivable.

[0128] image 3 is a structural block diagram of a keyword generating device in an embodiment of the present invention, such as image 3 As shown, the device includes:

[0129] The training data acquisition module 31 is used to acquire training data, the training data includes documents, keywords contained in the documents and domain knowledge map entities, and label data of documents;

[0130] Th...

Embodiment 3

[0136] Figure 4 It is a schematic structural diagram of an electronic device according to an embodiment of the present invention, such as Figure 4 As shown, an electronic device is provided, which can be a server, and its internal structure diagram can be as follows Figure 4 shown. The electronic equipment includes a processor, a memory, an input device, and an output device; wherein the number of processors in the electronic equipment can be one or more, Figure 4 Take a processor as an example; the processor, memory, input device and output device in the electronic device can be connected by bus or other means, Figure 4 Take connection via bus as an example.

[0137] Memory, as a computer-readable storage medium, can include high-speed random access memory, non-volatile memory, etc., and can be used to store operating systems, software programs, computer-executable programs and databases, such as the keywords in Embodiment 1 of the present invention The program instr...

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Abstract

The invention discloses a keyword generation method and device, electronic equipment and a computer storage medium, relates to the technical field of natural language processing, and aims to generate high-quality keywords. The method comprises the following steps: obtaining training data, wherein the training data comprises a document, a subject term and a domain knowledge graph entity contained in the document, and annotation data of the document; respectively carrying out feature extraction on the document, the subject term and the domain knowledge graph entity to respectively obtain document feature information, subject feature information and domain feature information; fusing the document feature information, the theme feature information and the domain feature information to obtain fused features; performing end-to-end model training through the annotation data and the fusion features of the document to obtain a trained keyword generation model; and receiving a to-be-predicted document, and outputting keywords of the to-be-predicted document through the keyword generation model.

Description

technical field [0001] The present invention relates to the technical field of natural language processing, in particular to a keyword generation method, device, equipment and medium. Background technique [0002] Keyword extraction is an important research direction in the field of natural language processing. In the era of big data, text keyword extraction technology has been widely used in various fields. [0003] Text keyword extraction technology can extract words with important information from the original text as keywords, which can improve the ability to quickly obtain the most valuable information in the text. There are two common text keyword extraction methods. The first is the extraction method, which mainly extracts several words from the original text as keywords, and these keywords all exist in the original text. The second is the generative method, which generates keywords through end-to-end model training, and the obtained keywords may not exist in the ori...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F40/284G06F16/36
CPCG06F16/367G06F40/284
Inventor 嵇望安毫亿梁青朱鹏飞王伟凯钱艳
Owner 杭州远传新业科技股份有限公司