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The Paths and Strategies of Constructing the Multilingual Discourse System of National Community Awareness with the Aid of Machine Translation

Mengjia Peng

Mengjia Peng

School of Foreign Languages, Wuhan Business UniversityWuhan, China
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Peng, Mengjia
  
Mar 21, 2025
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Published Online: Mar 21, 2025
Received: Oct 29, 2024
Accepted: Jan 31, 2025
DOI: https://doi.org/10.2478/amns-2025-0688
Keywords
© 2025 Mengjia Peng, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Figure 1.

Encoder – decoder
Encoder – decoder

Figure 2.

Transformer model structure
Transformer model structure

Figure 3.

Diagram of multi-head attention structure
Diagram of multi-head attention structure

Figure 4.

Analysis of manual evaluation results
Analysis of manual evaluation results

Figure 5.

Automatic evaluation results analysis
Automatic evaluation results analysis

Figure 6.

Comparative analysis before intervention
Comparative analysis before intervention

Figure 7.

Comparative analysis after intervention
Comparative analysis after intervention

Figure 8.

Comparative analysis within the group
Comparative analysis within the group
Language:
English
Publication timeframe:
1 times per year
Journal Subjects:
Life Sciences, Life Sciences, other, Mathematics, Applied Mathematics, General Mathematics, Physics, Physics, other
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