Looking for breakthrough ideas for innovation challenges? Try Patsnap Eureka!

Question answering model training method, computer device and readable storage medium

A training method and model technology, applied in the field of machine learning, can solve problems such as difficulty in model training, and achieve the effects of sufficient training, improved accuracy, and improved rapid convergence ability

Active Publication Date: 2021-06-01
SHENZHEN INST OF ADVANCED TECH CHINESE ACAD OF SCI +1
View PDF7 Cites 0 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] The technical problem mainly solved by this application is to provide a question answering model training method, computer equipment and computer-readable storage medium, which can solve the problem of difficult model training due to small sample size

Method used

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
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Question answering model training method, computer device and readable storage medium
  • Question answering model training method, computer device and readable storage medium
  • Question answering model training method, computer device and readable storage medium

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0021] The following will clearly and completely describe the technical solutions in the embodiments of the present application with reference to the accompanying drawings in the embodiments of the present application. Obviously, the described embodiments are only part of the embodiments of the present application, not all of them. Based on the embodiments in this application, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the scope of protection of this application.

[0022] The terms "first", "second", etc. in the present application are used to distinguish different objects, not to describe a specific order or structure. Furthermore, the terms "comprising" and "having", and any variations thereof, are intended to cover a non-exclusive inclusion. For example, a process, method, system, product or device comprising a series of steps or units is not limited to the listed steps or units, but optionally also inclu...

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 application discloses a question-answering model training method, computer equipment and a computer-readable storage medium. The training method of the question answering model includes: establishing a text matching model and a meta-learning model, the text matching model and the meta-learning model have the same deep neural network structure; obtaining test tasks and multiple different training tasks; The first matching loss of each task is used to update the meta-network parameters of the meta-learning model, and the first matching loss is used to represent the matching errors of the respective text matching models of multiple different training tasks; the text matching model is generated by using the updated meta-network parameters , and use the test task to train the text matching model to update the initial parameters of the text matching model, and use the text matching model obtained after training as the question answering model. Through the above method, the question answering model of the present application can be applied to the field of question answering with few samples, and the accuracy of question answer pair matching can be improved.

Description

technical field [0001] The present application relates to the technical field of machine learning, in particular to a question answering model training method, computer equipment and computer-readable storage media. Background technique [0002] Question answering system is an important branch of information retrieval and natural language processing. In recent years, with the rise of the Internet, a large amount of user-generated content has been accumulated on the Internet, resulting in a wealth of open domain question answering and vertical domain question answering data. [0003] In the community question answering scenario, a common application is to select the answer that best matches the current user question among the candidate answers, that is, answer sorting and selection. A question answering model with high accuracy can quickly locate the answer that best matches the new question among the candidate answers, improve the question answering rate, and improve user ex...

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
no application Login to View More
Patent Type & Authority Patents(China)
IPC IPC(8): G06F16/332G06F16/33G06N3/04G06N3/08
CPCG06F16/3329G06F16/3344G06F16/3346G06N3/049G06N3/08G06N3/047G06N3/045
Inventor 黄薇屹杨敏曲强姜青山贺倩明
Owner SHENZHEN INST OF ADVANCED TECH CHINESE ACAD OF SCI
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Patsnap Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Patsnap Eureka Blog
Learn More
PatSnap group products