基于虚拟现实技术的机器翻译对英语语言教学的分析
1School of Foreign Studies, Anhui Polytechnic University, Wuhu, 241000, China.
Scientific reports
|May 6, 2025
概括
这项研究将虚拟现实 (VR) 与机器翻译 (MT) 集成为英语语言教学 (ELT). 结合VR-MT方法显著提高了翻译的准确性和效率,为ELT提供了一个有前途的新方法.
科学领域:
- 教育技术的教育技术
- 计算语言学 计算语言学
- 人工智能的人工智能
背景情况:
- 传统的英语语言教学 (ELT) 方法往往缺乏沉浸式环境和高级翻译支持.
- 虚拟现实 (VR) 提供沉浸式学习体验,而机器翻译 (MT) 可以帮助语言理解.
- 整合这些技术为创新ELT实践提供了机会.
研究的目的:
- 研究将虚拟现实 (VR) 与机器翻译 (MT) 结合用于英语教学 (ELT) 的有效性.
- 开发和评估基于深度学习 (DL) 的新型MT模型,与ELT的VR集成.
- 评估这种综合方法对翻译准确性,效率和整体学习质量的影响.
主要方法:
- 开发一种新的基于深度学习的机器翻译 (MT) 模型.
- 将MT模型与虚拟现实 (VR) 技术集成,以创建一个沉浸式ELT环境.
- 实验验证包括40个英语专业的比较测试.
主要成果:
- 拟议的MT模型实现了98.5%的翻译准确度,稳定的F1得分约为93%和92%的语义信息回忆率.
- 这些指标的表现明显超过了传统的MT模型.
- 对比实验证实了英语学习者的翻译效率和质量的提高.
结论:
- 整合VR和MT技术显示了提高英语语言教学 (ELT) 的巨大潜力.
- 实验数据验证了这种综合技术方法的有效性和优势.
- 这项研究提供了宝贵的技术支持,并为ELT的未来进步提供了实际参考.
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Translation is the process of synthesizing proteins from the genetic information carried by messenger RNA (mRNA). Following transcription, it constitutes the final step in the expression of genes. This process is carried out by ribosomes, complexes of protein and specialized RNA molecules. Ribosomes, transfer RNA (tRNA), and other proteins produce a chain of amino acids—the polypeptide—as the end product of translation.
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