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.

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.

CN112100351APending Publication Date: 2020-12-18SHAANXI NORMAL UNIV

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • 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
  • Method and equipment for constructing intelligent question-answering system through question generation data set

Examples

Experimental program
Comparison scheme
Effect test

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 ...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

PUM

No PUM Login to View More

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 ...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

Application Information

Patent Timeline
18 Dec 2020
Publication
CN112100351A
IPC
G06F16/332; G06F40/295; G06F40/30; G06F40/211; G06N3/04; G06N3/08; G06K9/62
CPC
G06F16/3329; G06F40/295; G06F40/30; G06F40/211; G06N3/049; G06N3/08; G06N3/045; G06F18/24
Inventors
曹菡; 梁旭超