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Building machine translation (MT) test sets is a relatively expensive task.As MT becomes increasingly desired for more and more language pairs and moreand more domains, it becomes necessary to build test sets for each case. Inthis paper, we investigate using Amazon's Mechanical Turk (MTurk) to make MTtest sets cheaply. We find that MTurk can be used to make test sets muchcheaper than professionally-produced test sets. More importantly, inexperiments with multiple MT systems, we find that the MTurk-produced test setsyield essentially the same conclusions regarding system performance as theprofessionally-produced test sets yield.

Using Mechanical Turk to Build Machine Translation Evaluation Sets