AN ONLINE REPOSITORY OF PYTHON RESOURCE FOR TEACHING MACHINE TRANSLATION TO TRANSLATION STUDENTS

IF 0.5 Q3 LINGUISTICS
Ralph Krüger
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引用次数: 2

Abstract

This paper presents an online repository of Python resources aimed at teaching the technical dimension of machine translation to students of translation studies programmes. The Python resources provided in this repository are Jupyter notebooks. These are web-based computational environments in which students can run commented blocks of code in order to perform MT-related tasks such as exploring word embeddings, preparing MT training data, training open-source machine translation systems or calculating automatic MT quality metrics such as BLEU, METEOR, BERTScore or COMET. The notebooks are prepared in such a way that students can interact with them even if they have had little to no prior exposure to the Python programming language. The notebooks are provided as open-source resources under the MIT License and can be used and modified by translator training institutions which intend to make their students familiar with the more technical aspects of modern machine translation technology. Institutions who would like to contribute their own Python-based teaching resources to the repository are welcome to do so. Keywords: translation technology, machine translation, natural language processing, translation didactics, Jupyter notebooks, Python programming
面向翻译专业学生的机器翻译在线PYTHON资源库
本文提供了一个Python资源的在线存储库,旨在向翻译研究课程的学生教授机器翻译的技术维度。这个存储库中提供的Python资源是Jupyter笔记本。这些是基于网络的计算环境,学生可以在其中运行注释代码块,以执行MT相关任务,如探索单词嵌入、准备MT训练数据、训练开源机器翻译系统或计算自动MT质量指标,如BLEU、METEOR、BERTScore或COMET。这些笔记本是以这样一种方式准备的,即使学生以前很少或根本没有接触过Python编程语言,他们也可以与之互动。这些笔记本是根据麻省理工学院许可证作为开源资源提供的,翻译人员培训机构可以使用和修改这些笔记本,目的是让学生熟悉现代机器翻译技术的更多技术方面。欢迎愿意将自己的Python教学资源贡献给知识库的机构这样做。关键词:翻译技术、机器翻译、自然语言处理、翻译教学法、Jupyter笔记本、Python编程
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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