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Method for grammar error correction and training method and product for grammar error correction model

A technology of error correction model and training method, which is applied in the field of data processing, and can solve problems such as the influence of generation quality and quantity on error correction accuracy of translation models, and the scope of language application of translation model grammar error correction.

Pending Publication Date: 2021-05-07
网易有道信息技术(北京)有限公司
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

The quality and quantity of the generated pseudo-corpus will affect the error correction accuracy of the trained translation model, and the language range of the pseudo-corpus will also affect the applicable language range of the translation model for grammatical error correction

Method used

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  • Method for grammar error correction and training method and product for grammar error correction model
  • Method for grammar error correction and training method and product for grammar error correction model
  • Method for grammar error correction and training method and product for grammar error correction model

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Embodiment Construction

[0046] The principle and spirit of the present invention will be described below with reference to several exemplary embodiments. It should be understood that these embodiments are given only to enable those skilled in the art to better understand and implement the present invention, rather than to limit the scope of the present invention in any way. Rather, these embodiments are provided so that this disclosure will be thorough and complete, and will fully convey the scope of the disclosure to those skilled in the art.

[0047] figure 1 A block diagram of an exemplary computing system 100 suitable for implementing embodiments of the invention is shown. Such as figure 1 As shown, the computing system 100 may include: a central processing unit (CPU) 101, a random access memory (RAM) 102, a read only memory (ROM) 103, a system bus 104, a hard disk controller 105, a keyboard controller 106, a serial interface controller 107 , parallel interface controller 108 , display control...

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Abstract

The embodiment of the invention provides a method and a device for achieving grammar error correction by using a machine, and a training method and training equipment for a grammar error correction model. The method for achieving grammar error correction by using the machine comprises the following steps of: encoding an input text of a first language into an intermediate representation; decoding the intermediate representation into a text of a second language; and generating a corrected text of the first language subjected to grammar-correction based on the intermediate representation and the text of the second language. According to the method for achieving grammar error correction by using the machine, not only can possible small grammar errors be ignored, but also information loss in a back translation process can be avoided by combining intermediate representation, so that the accuracy of grammar error correction can be remarkably improved, and better experience is brought to a user.

Description

technical field [0001] The embodiments of the present invention relate to the technical field of data processing, and more specifically, the embodiments of the present invention relate to a method and device for implementing grammatical error correction with a machine, a training method and training equipment for a grammatical error correction model. Background technique [0002] This section is intended to provide a background or context for implementations of the invention that are recited in the claims. The descriptions herein may include concepts that could be explored, but not necessarily concepts that have been previously thought of or explored. Therefore, unless otherwise indicated herein, what is described in this section is not prior art to the description and claims in this application and is not admitted to be prior art by inclusion in this section. [0003] With the continuous development of computer technology, the traditional rule-based language error correcti...

Claims

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Application Information

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IPC IPC(8): G06F40/253G06F40/211
CPCG06F40/211G06F40/253
Inventor 付凯黄瑾段亦涛
Owner 网易有道信息技术(北京)有限公司
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