Method and equipment for constructing intelligent question-answering system through question generation data set

An intelligent question answering and data set technology, applied in the information search field of knowledge map in the tourism field, can solve the problems of time-consuming and laborious data set construction, imperfect tourism question answering system, etc., and achieve significant effects and improve the accuracy and efficiency.

Pending Publication Date: 2020-12-18
SHAANXI NORMAL UNIV
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Problems solved by technology

[0005] The purpose of the present invention is to provide a method and equipment for constructing an intelligent question and answer system through a question generating data set to solve the problem of time-consuming and laborious construction of a data set in the prior art and an imperfect travel question answering system, and to supplement the question answering data by using a question generation model collection, to make up for the lack of travel data, and to return the information required by users conveniently and accurately

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  • Method and equipment for constructing intelligent question-answering system through question generation data set
  • Method and equipment for constructing intelligent question-answering system through question generation data set

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Embodiment Construction

[0033] The present invention will be further described in detail below in conjunction with the accompanying drawings and embodiments.

[0034] A method for constructing an intelligent question answering system through question generation data sets, comprising the following steps:

[0035] Step 1. Construct a knowledge map in the field of tourism;

[0036] In the knowledge map, entity-related information is stored in the form of triples of "entity-attribute-attribute value". When a question is asked, the entity in the question sentence is first extracted through named entity recognition, linked with the knowledge map, and the corresponding Entity, and then use the question information combined with the pre-set rule template to match the entity attributes and return the corresponding attribute values;

[0037] Use Python tools to crawl the required tourism-related information, including tourist attractions, names, introductions, construction time, scenic level, etc.; clean and ...

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Abstract

The invention discloses a method and equipment for constructing an intelligent question-answering system through a question generation data set. The method comprises the following steps: constructinga tourism domain knowledge graph; performing question analysis on natural language questions proposed by a user, performing word segmentation and word vector training on the questions, and in a word segmentation process, using a jaeba tool and adding a tourism domain dictionary set in advance; performing entity extraction on the natural language questions by using a Bert-BiLSTM+CRF model; matchingthe extracted entities with entities in a knowledge graph; if a matched entity exists in the knowledge graph, selecting the entity; if no matched entity exists in the knowledge graph, performing semantic similarity calculation, and selecting the closest entity; matching the selected entities and attributes with triples in a knowledge graph; and returning the corresponding attribute value as an answer to the question to be provided for the user. The invention also provides a device for realizing the method, a terminal and a readable storage medium. According to the invention, the information required by the user can be returned conveniently and accurately.

Description

technical field [0001] The invention belongs to the field of information query and retrieval, and in particular relates to a method and equipment for constructing an intelligent question answering system through question generation data sets, and is especially suitable for information search of knowledge graphs in the field of tourism. Background technique [0002] Since the concept of knowledge graph was proposed in 2012, major Internet companies have built the next generation of intelligent search engines based on it, such as Google Knowledge Graph, Sogou Zhicube, etc., hoping to create a new information retrieval and provide new ideas for solving information retrieval problems. At the same time, the domain knowledge graph has also developed rapidly in recent years. Compared with the traditional knowledge graph, the advantage of the domain knowledge graph is that the data is more concentrated, it is more convenient to process, and the ambiguity between entities is greatly ...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/332G06F40/295G06F40/30G06F40/211G06N3/04G06N3/08G06K9/62
CPCG06F16/3329G06F40/295G06F40/30G06F40/211G06N3/049G06N3/08G06N3/045G06F18/24
Inventor 曹菡梁旭超
Owner SHAANXI NORMAL UNIV
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