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A knowledge base question answering method and system in the field of electric power

A technology of knowledge base and field, applied in the field of knowledge base question answering methods and systems, can solve problems such as low cost, incompleteness, difficulty in obtaining or sorting question answer data, and achieve the effect of avoiding high dependence

Active Publication Date: 2022-04-08
CHINA ELECTRIC POWER RES INST +3
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, handwriting templates is a process with high labor and time costs, especially for complex knowledge bases, it is difficult to cover all question forms or knowledge base content, and it is incomplete; the end-to-end method does not have a handwriting template process, The cost is low, but it usually requires a large amount of Q&A data related to the content of the knowledge base to train the model, which has strong domain dependence, but the Q&A data is difficult to obtain or organize

Method used

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  • A knowledge base question answering method and system in the field of electric power
  • A knowledge base question answering method and system in the field of electric power
  • A knowledge base question answering method and system in the field of electric power

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Embodiment 1

[0080] The embodiment of the present invention discloses a knowledge base question answering method in the field of electric power, the schematic diagram is as follows figure 1 shown, including:

[0081] S1 performs part-of-speech tagging and syntactic analysis on the questions obtained in the field of electric power, and obtains the question expression of the questions in the field of electric power;

[0082] S2 recognizes the question expression of the question sentence in the electric power field based on the pre-built key phrase recognition model, and obtains the key entity and key attribute phrase of the question sentence in the electric power field;

[0083] S3 searches the electric field knowledge base based on the key entities and key attribute phrases, and obtains the answers to the questions;

[0084] The key phrase recognition model includes: training the open domain questions to obtain key entities and key attribute phrases corresponding to the open domain questio...

Embodiment 2

[0117] The embodiment of the present invention discloses a knowledge base question answering system in the electric power field such as figure 2 shown, including:

[0118] The question expression module is used to perform part-of-speech tagging and syntactic analysis on the questions obtained in the electric power field, so as to obtain the question expression of the electric field questions;

[0119] The key entity and key attribute identification module is used to identify the question representation of the electric field question based on the pre-built key phrase recognition model, and obtain the key entity and key attribute phrase of the electric field question;

[0120] The knowledge base retrieval module is used for searching in the electric field knowledge base based on the key entities and key attribute phrases to obtain the answers to the questions;

[0121] The key phrase recognition model includes: training the open domain questions to obtain key entities and key ...

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Abstract

The invention provides a knowledge base question and answer method in the electric power field, including: performing part-of-speech tagging and syntactic analysis on the questions obtained in the electric power field to obtain the question sentence representation of the electric power field question; based on a pre-built key phrase recognition model Identify the question expression of the question in the electric power field, and obtain the key entities and key attribute phrases of the question in the electric power field; based on the key entities and key attribute phrases, search in the knowledge base of the electric power field to obtain the question. The key phrase recognition model includes: training the open domain question to obtain key entities and key attribute phrases corresponding to the open domain question, and the present invention avoids the high dependence on terms in the power domain model training in the prior art , the knowledge base question answering in the electric power field can be realized only by using the readily available open-domain resources.

Description

technical field [0001] The invention belongs to the fields of natural language processing and intelligent question answering, and in particular relates to a knowledge base question answering method and system in the electric power field. Background technique [0002] Domain-oriented knowledge base question answering technology is an important means to utilize knowledge information in this domain. Unlike traditional search engines that receive keywords as indexes, domain-specific knowledge base question answering technology receives natural language questions as the input of the system or device, and directly gives accurate and professional answers through domain knowledge base retrieval. The domain knowledge base question answering system or device can usually be used as an office assistant for a specific field, providing users with professional domain knowledge retrieval services, and has been widely used in work and life, such as: Microsoft's "Cortana", Alibaba's " Cube S...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F16/332G06F16/2458G06F40/211G06F40/284G06F40/242G06Q50/06G06N3/04
CPCG06F16/3329G06F16/2468G06F40/211G06F40/284G06F40/242G06Q50/06G06N3/045
Inventor 徐会芳王继业谈元鹏吴杏平胡若云杨维张鹏沈然吕诗宁金良峰张晓慧
Owner CHINA ELECTRIC POWER RES INST
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