Speech synthesis in the translation revision process: evidence from error analysis, questionnaire, and eye-tracking

Dragoş Ciobanu, Valentina Ragni, Alina Secară

Research output: Contribution to journalArticle (Academic Journal)peer-review

1 Citation (Scopus)
93 Downloads (Pure)

Abstract

Translation revision is a relevant topic for translator training and research. Recent technological developments justify increased focus on embedding speech technologies—speech synthesis (text-to-speech) and speech recognition (speech-to-text)—into revision workflows. Despite some integration of speech recognition into computer-assisted translation (CAT)/translation environment tools (TEnT)/Revision tools, to date we are unaware of any CAT/TEnT/Revision tool that includes speech synthesis. This paper addresses this issue by presenting initial results of a case study with 11 participants exploring if and how the presence of sound, specifically in the source text (ST), affects revisers’ revision quality, preference and viewing behaviour. Our findingssuggest an improvement in revision quality, especially regarding Accuracy errors, when sound was present. The majority of participants preferred listening to the ST while revising, but their self-reported gains on concentration and productivity were not conclusive. For viewing behaviour, a subset of eye-tracking data shows that participants focused more on the target text (TT) than the source regardless of the revising condition, though with dierences in fixation counts, dwell time and mean fixation duration (MDF). Orientation and finalisation phases were also identified. Finally, speech synthesis appears to increase perceived alertness, and may prompt revisers to consult external resources more frequently.
Original languageEnglish
Article number51
Number of pages20
JournalInformatics
Volume6
Issue number4
DOIs
Publication statusPublished - 11 Nov 2019

Keywords

  • Speech synthesis
  • Translation revision
  • Computer-assisted translation
  • Error analysis
  • Error detection
  • Eye-tracking

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