Exploring Normalization Techniques for Human Judgments of Machine Translation Adequacy Collected Using Amazon Mechanical Turk

Abstract

This paper discusses a machine translation evaluation task conducted using Amazon Mechanical Turk. We present a translation adequacy assessment task for untrained Arabicspeaking annotators and discuss several techniques for normalizing the resulting data. We present a novel 2-stage normalization technique shown to have the best performance on this task and… (More)

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