Translation matrix model selection system based on OpenKiWi

A selection system and translation matrix technology, applied in the field of translation, can solve problems such as unacceptable translation results, the system cannot achieve the best effect, and the subsequent selection does not conform to the actual situation.

Active Publication Date: 2020-04-10
IOL WUHAN INFORMATION TECH CO LTD
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  • Claims
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AI Technical Summary

Problems solved by technology

This difference in domain and style brings two problems to the research of statistical machine translation: first, the machine translation system trained by using bilingual corpus in a certain domain or style has the best effect in translating texts in the same domain, while When translating texts in other fields, the results are often unsatisfactory, and sometimes the translation results are even unacceptable; second, although the machine translation system trained by using multi-field mixed bilingual corpus has good versatility, due to the interaction of data in multiple fields Influence and mutual restriction, the system often cannot achieve the best effect in a certain field
[0008] However, in this process, the mem

Method used

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  • Translation matrix model selection system based on OpenKiWi
  • Translation matrix model selection system based on OpenKiWi
  • Translation matrix model selection system based on OpenKiWi

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Embodiment Construction

[0041] In order to more clearly understand the above objects, features and advantages of the present invention, the present invention will be further described below with reference to the accompanying drawings and embodiments. It should be noted that the embodiments of the present application and the features in the embodiments may be combined with each other in the case of no conflict.

[0042] refer to figure 1 , shows an OpenKiWi-based translation matrix model selection system, which includes a source text input component to be translated, a GMM clustering engine, an OpenKiWi core-based evaluation engine, and a selection output interface.

[0043] Wherein, the document to be translated is input through the source text input component to be translated, and the GMM clustering engine performs cohesive division based on the data attribute of the document to be translated to obtain multiple classifications of the document to be translated;

[0044] The translation matrix is ​​a...

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Abstract

The invention provides a translation matrix model selection system based on OpenKiWi, a method for evaluating a plurality of translation results output by a plurality of translation engines based on an evaluation engine of an OpenKiWi core, and a translation terminal. The selection system comprises a to-be-translated source text input component, a GMM clustering engine, an evaluation engine basedon an OpenKiWi core and a selection output interface. The evaluation engine based on the OpenKiWi core performs sentence-level evaluation and word-level evaluation on a translation result, obtains a sentence-level evaluation matrix and a word-level evaluation matrix, combines the sentence-level evaluation matrix and the word-level evaluation matrix to obtain an N-order evaluation matrix PN, performs iterative computation on the N-order evaluation matrix PN, and outputs an optimal translation result based on an iterative computation result.

Description

technical field [0001] The invention belongs to the technical field of translation, and in particular relates to a translation matrix model selection system based on OpenKiWi, a method for evaluating multiple translation results output by multiple translation engines by an evaluation engine based on OpenKiWi core, and a translation terminal. Background technique [0002] Machine Translation (MT), also known as automatic translation, is the use of computer programs to translate text from one natural language (source language) into another natural language (target language). It is a branch of Natural Language Processing and is inseparably related to Computational Linguistics and Natural Language Understanding. [0003] Generally speaking, a formed statistical machine translation system uses a large-scale bilingual corpus for training, and these data often come from different fields, including politics, finance, military, science and technology, sports, education, entertainment...

Claims

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Application Information

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IPC IPC(8): G06F40/58G06K9/62
CPCG06F18/23G06F18/24Y02D10/00
Inventor 刘国
Owner IOL WUHAN INFORMATION TECH CO LTD
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