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September 10, 2025Open Access

Bringing Context into MT Evaluation: Translator Training Insights from the Classroom

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Authors

SCSheila Castilho

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Overview

Observational analysis reveals context-aware evaluation improves translation quality in students, highlighting MT's limitations.

Key Points

  • Integrating context-aware evaluation significantly improves understanding of translation quality among students.
  • Document-level evaluation captures discourse context, providing a more accurate assessment of machine translation.
  • Students engaged in comparative exercises to identify the limitations of traditional sentence-level evaluation.
  • Methodological insights enhance translator training by including critical awareness of socio-technical impacts on MT.

Cite This Study

Sheila Castilho (2025) studied this question.

synapsesocial.com/papers/68c1c31b54b1d3bfb60f09cahttps://doi.org/10.20944/preprints202508.0597.v1
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