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Study on the Impact of Data Consolidation and Sharing for Statistical Machine Translation

A report sponsored by the Translation Automation Users Society (TAUS)
Asia Online was commissioned by TAUS to show the effect of combining data from multiple companies for the purpose of building statistical machine translation (SMT) engines. Three TAUS members from the same industry volunteered to provide translation memories and other linguistic assets to enable Asia Online to conduct the tests described in this report.

Asia Online performed extensive analysis and created a total of 29 separate SMT engines by combining the data from the three companies in various configurations, as well as performing comparisons of output quality (using the BLEU and the F-Measure metric) of all the systems that were built. Additionally, a quality comparison was also made with the output produced by Google and Systran so that there is an overall perspective on how these systems compare.

Great care was taken to ensure that the key input into the measurement systems was consistent and clean, to ensure that the final BLEU scores are meaningful and indicative of likely real-life experience results of data consolidation.

The full report can be downloaded by filling in the form registration form below.

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THIS DOCUMENT IS CURRENTLY BEING REVIEWED BY THE TAUS MEMBERS INVOLVED AND WILL BE AVAILABLE SOON. PLEASE CHECK BACK SHORTLY.
 
 
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