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Data processing method and device, equipment and medium

A data processing and processor technology, applied in the direction of electrical digital data processing, special data processing applications, natural language data processing, etc., can solve the problem of low accuracy of response information, achieve the effect of improving user experience and accuracy

Pending Publication Date: 2022-07-29
BEIJING ORION STAR TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0003] The embodiment of the present invention provides a data processing method, device, equipment and medium, which are used to solve the problem of low accuracy of response information determined by existing knowledge base questions and answers

Method used

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

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0023] Example 1: figure 1 A schematic diagram of a data processing process provided by an embodiment of the present invention, the process includes:

[0024] S101: Determine the target entity included in the query information to be processed, and acquire knowledge records corresponding to the pre-configured target entities, each knowledge record including at least one attribute information corresponding to the target entity.

[0025] The data processing method provided by the embodiment of the present invention is applied to an electronic device, and the electronic device may be an intelligent device such as a robot, or a server.

[0026] In a practical application scenario, when a user needs to query certain information, a query information (query) can be input to the smart device. Among them, there are many ways for the user to input the query information, which can be input by inputting voice information, or by inputting the query information in the form of text on the di...

Embodiment 2

[0045] Embodiment 2: In order to further ensure the accuracy of the subsequently determined response information, on the basis of the above embodiment, in this embodiment of the present invention, according to the knowledge record, the target attribute information matching the query information is determined, including:

[0046] For each knowledge record, according to the knowledge record and the query information, determine the attribute score of the attribute information matching the query information in the knowledge record and the entity score of the knowledge record; according to the entity score and attribute score of the knowledge record , to determine the comprehensive score of the attribute information; if the comprehensive score satisfies the preset screening conditions, the attribute information is determined to be the target attribute information of the knowledge record.

[0047] In the related art, the following steps are used to obtain the response information cor...

Embodiment 3

[0091] Embodiment 3: In order to obtain the question type of the query information, after the query information is obtained, the question type of the query information can be determined by a model, or the question type of the query information can be determined by a rule matching method.

[0092] In a possible implementation manner, the question type of the inquiry information is determined according to each pre-configured question type in the following manner:

[0093] Manner a: After obtaining the query information to be processed, the query information can be input into the pre-trained classification model, and the question type of the query information can be determined according to the output result of the classification model.

[0094] As a possible implementation manner, if the classification model outputs a probability vector, a probability vector corresponding to the query information is output through the classification model. The question types that contain the inqu...

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PUM

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Abstract

The invention discloses a data processing method and device, equipment and a medium, which are used for solving the problem of low accuracy of response information determined by existing knowledge base questions and answers. According to the embodiment of the invention, after the target attribute information matched with the inquiry information is determined, the response information corresponding to the inquiry information is determined by comprehensively considering the target attribute information and the question type of the inquiry information, so that the determined response information is closer to the content to be inquired by the inquiry information, the accuracy of the response information is improved, and the user experience is improved. And the user experience is improved.

Description

technical field [0001] The present invention relates to the technical field of natural language processing, and in particular, to a data processing method, apparatus, device and medium. Background technique [0002] Knowledge base question answering (KBQA) technology is devoted to responding to user's inquiry information by using knowledge records in the knowledge base. In order to implement KBQA, in the prior art, after the query information to be processed is generally obtained, the Named Entity Recognizer (NER) model is used to determine the target entity contained in the query information and the knowledge corresponding to the target entity. Record. According to each knowledge record, a target knowledge record matching the query information is determined, and then target attribute information matching the query information in the target knowledge record is determined. Finally, according to the target attribute information, the response information corresponding to the ...

Claims

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Application Information

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IPC IPC(8): G06F16/332G06F16/33G06F16/35G06F40/194G06F40/279
CPCG06F16/3329G06F16/3344G06F16/35G06F40/194G06F40/279
Inventor 蒋卓张文君高春盟米明恒
Owner BEIJING ORION STAR TECH CO LTD
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