Translation Accuracy Correction Algorithm

Questions and Answers

What is the main advantage of the proposed method compared to the traditional method?

It only needs to analyze the synthesis structure of the source language. (correct)

It is limited to translating Chinese words only.

It combines qualitative research with machine learning.

It requires analyzing the synthesis structure of the target language.

What is introduced to improve the accuracy of translation?

A dictionary-based approach for language translation

A standalone model for English translation

A machine learning algorithm for language translation

A combined model of Chinese word classification, partial vocabulary tags and syntactic analysis (correct)

What is the focus of the empirical investigation in this article?

Analyzing the research data

Comparing three types of translation software

Designing a new English translation software

Evaluating the effectiveness of correction algorithms (correct)

What is the licence under which this work is published?

A licence by IOP Publishing Ltd Signup and view all the answers

What is required for any further distribution of this work?

Attribution to the author(s) and the title of the work, journal citation and DOI Signup and view all the answers

What is the DOI of this journal?

10.1088/1742-6596/1852/4/042087 Signup and view all the answers

What is the purpose of the log-linear model?

To judge multiple features for divergent thinking Signup and view all the answers

What is the advantage of the log-linear model?

It has strong scalability and can be customized according to target requirements Signup and view all the answers

What is the formula used in the log-linear model?

e1J = ∑ λm hm e1J, f1J Signup and view all the answers

What is the main form of the machine translation system?

Possibility of forward and reverse translation and the switching of translation language modes Signup and view all the answers

What is customized according to the actual needs of the translation system?

The function system Signup and view all the answers

What is obtained according to the formula e1J = ∑ λm hm e1J, f1J?

The highest translation score Signup and view all the answers

What is the connection between the upper and lower parts used to illustrate?

The connection configuration between Chinese word nodes and English words Signup and view all the answers

What kind of characteristics can the log-linear model set corresponding to?

Various target requirements Signup and view all the answers

What is the purpose of proofreading vocabulary in English translation?

To ensure the accuracy of the translation Signup and view all the answers

What is represented by the symbol D in equation (5)?

The source language dependency tree Signup and view all the answers

What is the role of the dependency tree to string model?

To represent the translation pair Signup and view all the answers

What does each D word have in the source language dependency tree?

A characteristic Signup and view all the answers

What does the English below each word represent in the source language dependency tree?

The sound part of that word Signup and view all the answers

What is the relationship between D and S in the dependency tree to string model?

D is the source language dependency tree and S is the target word string Signup and view all the answers

What is the goal of combining the method described by the formula to find the vocabulary D?

To realize the intelligent correction of English translation computer Signup and view all the answers

What is the purpose of the intelligent correction of English translation computer?

To ensure the accuracy of the translation Signup and view all the answers

What is the highest accuracy of the English translation results before correction?

75.6% Signup and view all the answers

What is the lowest accuracy of the English translation results after correction?

98.7% Signup and view all the answers

What is the average English translation result before correction?

71.5% Signup and view all the answers

By how much does the average accuracy increase after using the correction system?

27.6% Signup and view all the answers

What is the main contribution of the correction system in this paper?

Improving the accuracy of translation Signup and view all the answers

How many experiment serial numbers are given in Table 2?

5 Signup and view all the answers

What is the title of the figure that compares the translation accuracy before and after correction?

Figure 2 Signup and view all the answers

What is the source of the references [10, 11]?

Previous research papers Signup and view all the answers

What is the journal where the paper 'Fully Automatic Multi-atlas Segmentation of CTA for Partial Volume Correction in cardiac SPECT/CT' was published?

Physics in Medicine & Biology Signup and view all the answers

Who are the authors of the paper 'Translation of speech into text'?

Isabelle Duvernoy, Sylvie Paradis Signup and view all the answers

What is the title of the paper by Zhenjie Sun?

A Study on the Educational Use of Statistical Package for the Social Sciences Signup and view all the answers

What is the focus of the paper 'ActivePointers: A Case for Software Address Translation on GPUs'?

Software address translation on GPUs Signup and view all the answers

In which journal was the paper 'Intermediate Language Translation and Evaluation for Binary Code Software Weakness Analysis' published?

International Journal of Multimedia and Ubiquitous Engineering Signup and view all the answers

What is the title of the paper by Rokicki S, Rohou E, Derrien S?

Hybrid-DBT: Hardware/Software Dynamic Binary Translation Signup and view all the answers

Study Notes

English Translation Software Translation Accuracy Correction Algorithm

A correction algorithm for English translation software is proposed, which only needs to analyze the synthesis structure of the source language, reducing complexity and cost.
The algorithm combines Chinese word classification, partial vocabulary tags, and syntactic analysis to reduce core errors in English translation and improve accuracy.

Design Method

The proofreading vocabulary generated by the proofreading vocabulary contains d strings, described by Dd1, and is extended to equation (5).
Intelligent correction of English translation focuses on translation skills and methods of vocabulary in different scenarios, proofreading translation results, and carrying out correction processes.

Design Model

Dependency Tree to String Model: represents the translation pair, with the source language dependency tree D, target word string S, and relationship A between D and S.
Log-Linear Model: uses multiple features to judge divergent thinking, with strong scalability and applicability to multiple languages.

Experiment Results

Comparison of translation accuracy before and after correction algorithm shows a significant increase in accuracy, from 71.5% to 99.1%.
The highest accuracy of the English translation results before correction is 75.6%, while the lowest accuracy after correction is 98.7%.

References

Various research papers are cited, including ones on computerized intelligent correction systems for English translation, software address translation, hybrid-DBT, and dynamic modulo scheduling with binary translation.

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Description

A correction algorithm for English translation software that reduces complexity and cost by analyzing the synthesis structure of the source language. The algorithm combines Chinese word classification, partial vocabulary tags, and syntactic analysis to improve translation accuracy.