Text translation method and device, storage medium and computer equipment

A text and translation technology, applied in the fields of text translation methods, devices, storage media and computer equipment, can solve the problems of low text translation accuracy, and achieve the effects of improving accuracy, improving translation quality, and accurate reconstruction scores

Active Publication Date: 2020-06-05
TENCENT TECH (SHENZHEN) CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] Based on this, it is necessary to provide a text translation method, device, computer-readable storage medium and computer equipment, as well as a model training method, device, computer-readable storage medium and computer equipment for the technical problem of low text translation accuracy

Method used

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  • Text translation method and device, storage medium and computer equipment
  • Text translation method and device, storage medium and computer equipment
  • Text translation method and device, storage medium and computer equipment

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Embodiment Construction

[0043] In order to make the purpose, technical solution and advantages of the present application clearer, the present application will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present application, and are not intended to limit the present application.

[0044] figure 1 It is an application environment diagram of a text translation method and / or a model training method in an embodiment. refer to figure 1 , the text translation method and / or model training method is applied to a text processing system. The text processing system includes a terminal 110 and a server 120 . Terminal 110 and server 120 are connected via a network. The terminal 110 may specifically be a desktop terminal or a mobile terminal, and the mobile terminal may specifically be at least one of a mobile phone, a tablet computer, a notebook computer, an...

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Abstract

The invention relates to a text translation method. The method comprises the steps of obtaining a word sequence and a chapter text of a source text lacking pronouns; encoding the word sequence to obtain a source end vector sequence; decoding the source end vector sequence to obtain candidate translations, and target end vector sequences and translation scores corresponding to the candidate translations; respectively reconstructing the word sequence and the source end vector sequence with each target end vector sequence to obtain a reconstructed hidden layer vector sequence which corresponds toeach candidate translation and comprises word information of lacked pronouns; encoding the chapter text to obtain a chapter vector, and respectively fusing the chapter vector with each reconstructedhidden layer vector sequence to obtain a corresponding first fusion vector sequence; respectively carrying out reconstruction evaluation on the word sequence and each first fusion vector sequence to obtain a reconstruction score; and performing weighted summation on the translation score and the reconstruction score to obtain a comprehensive score, and screening a target translation from the candidate translations according to the comprehensive score. The translation quality can be improved.

Description

[0001] This application was submitted to the China Patent Office on March 25, 2019. The application number is 201910228498.X, and the title of the invention is "text translation method, device, storage medium and computer equipment". The entire content of which is incorporated by reference In this application. technical field [0002] The present application relates to the technical field of machine learning, in particular to a text translation method, device, storage medium and computer equipment. Background technique [0003] Machine translation is to translate a natural language text (the natural language text to be translated is generally called the source text) into another natural language text (the translated natural language text is called the target translation) by computer, so as to realize the Convert between text. Different languages ​​have different grammatical and sentence habits. For example, in languages ​​such as Chinese and Japanese, it is a very common ph...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F40/58G06F40/30
Inventor 王龙跃涂兆鹏王星史树明
Owner TENCENT TECH (SHENZHEN) CO LTD
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