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Evaluating the Usefulness of Translation Technologies for Emergency Response Communication: A Scenario-Based Study
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Communication in virtual world spaces; an exploration of the layers and resources employed in a multimodal, informal language learning experience.
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Turner, Anne. - : University of Sheffield, 2018. : School of Education (Sheffield), 2018
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PHAST: A Collaborative Machine Translation and Post-Editing Tool for Public Health
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A Conjoint Analysis Framework for Evaluating User Preferences in Machine Translation
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Abstract:
Despite much research on machine translation (MT) evaluation, there is surprisingly little work that directly measures users’ intuitive or emotional preferences regarding different types of MT errors. However, the elicitation and modeling of user preferences is an important prerequisite for research on user adaptation and customization of MT engines. In this paper we explore the use of conjoint analysis as a formal quantitative framework to assess users’ relative preferences for different types of translation errors. We apply our approach to the analysis of MT output from translating public health documents from English into Spanish. Our results indicate that word order errors are clearly the most dispreferred error type, followed by word sense, morphological, and function word errors. The conjoint analysis-based model is able to predict user preferences more accurately than a baseline model that chooses the translation with the fewest errors overall. Additionally we analyze the effect of using a crowd-sourced respondent population versus a sample of domain experts and observe that main preference effects are remarkably stable across the two samples.
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Article
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URL: https://doi.org/10.1007/s10590-013-9140-x http://www.ncbi.nlm.nih.gov/pubmed/24683295 http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3964613
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Exploring Local Public Health Workflow in the Context of Automated Translation Technologies
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Local Health Department Translation Processes: Potential of Machine Translation Technologies to Help Meet Needs
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Using Crowdsourcing Technology for Testing Multilingual Public Health Promotion Materials
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Application of statistical machine translation to public health information: a feasibility study
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"The key-stone of the arch": Coleridge's metaphor of joining and some of its consequences
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