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Systematic Comparison of Professional and Crowdsourced Reference Translations for Machine Translation

机译:机器翻译专业参考和众包参考翻译的系统比较

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We present a systematic study of the effect of crowdsourced translations on Machine Translation performance. We compare Machine Translation systems trained on the same data but with translations obtained using Amazon's Mechanical Turk vs. professional translations, and show that the same performance is obtained from Mechanical Turk translations at 1/5th the cost. We also show that adding a Mechanical Turk reference translation of the development set improves parameter tuning and output evaluation.
机译:我们对众包翻译对机器翻译性能的影响进行了系统的研究。我们将接受过相同数据培训的机器翻译系统与使用Amazon Mechanical Turk获得的翻译与专业翻译进行了比较,结果表明,从Mechanical Turk翻译获得的性能相同,而成本仅为原来的1/5。我们还表明,添加开发集的Mechanical Turk参考翻译可以改善参数调整和输出评估。

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