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Cognitive effort and different task foci in post-editing of machine translation:A think-aloud study

机译:机器翻译后期编辑中的认知努力和不同的任务重点:思考研究

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摘要

Post-editing of machine translation is gaining popularity as a solution to the ever-increasing demands placed on human translators. There has been a great deal of research in this area aimed at determining the feasibility of post-editing and at predicting post-editing effort based on source-text features and machine translation errors. However, considerably less is known about the mental workings of post-editing and post-editors’ decision-making or, in particular, the relationship between post-editing effort and different mental processes. This paper investigates these issues by analysing data from a think-aloud study through the lens of eye movements and subjective ratings obtained in a separate task. The results show that mental processes associated with grammar and lexis are significantly associated with cognitive effort in post-editing. This association was not observed for other aspects of the task concerning, for example, discourse or the real-world use of the text. In addition, it was noted that lexical issues are linked to long sequences of thought processes. The paper shows that lexis plays a central role in post-editing, and argues that more emphasis should be placed on this issue in future research and in post-editor training.
机译:作为对翻译人员不断增长的需求的一种解决方案,机器翻译的后期编辑正变得越来越流行。在该领域中进行了大量研究,旨在确定后编辑的可行性并基于源文本特征和机器翻译错误来预测后编辑工作。但是,对于后期编辑和后期编辑的决策工作的心理工作,尤其是后期编辑工作与不同心理过程之间关系的了解却很少。本文通过对来自独立思考任务中的眼睛运动和主观评价镜头的思考研究的数据进行分析,从而研究了这些问题。结果表明,与语法和词汇有关的心理过程与后期编辑中的认知努力显着相关。对于任务的其他方面,例如话语或文本的实际使用,未观察到这种关联。另外,有人指出,词汇问题与思维过程的长序列有关。该论文表明,词汇集在后期编辑中起着核心作用,并认为在未来的研究和后期编辑培训中应更加重视这一问题。

著录项

  • 作者

    Nunes Vieira Lucas;

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  • 年度 2017
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  • 原文格式 PDF
  • 正文语种 eng
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