A study on the effect of prosodic emphasis transfer on overall speech translation quality
Andreas Tsiartas, Panayiotis Georgiou, Shrikanth Shri Narayanan · 2013
Despite the increasing interest in Speech-to-speech (S2S) translation, research and development has focused almost exclusively on the lexical aspects of translation. The importance of transferring prosodic and other paralinguistic information through S2S devices and evaluating its impact on the translation quality are yet to be well established. The novelty in this work is a large scale human evaluation study to test the hypothesis that cross-lingual prosodic emphasis transfer is directly related to the perceived quality of speech translation. This hypothesis is validated at the 0.53-0.54 correlation level on the data sets considered with results significant at p-value=0.01. The second contribution of this work is an evaluation methodology based on crowd sourcing using English-Spanish language bilingual data from two distinct domains and evaluated with over 200 bilingual speakers. We also present lessons learned on this type of S2S subjective experiments when using crowd sourcing.