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Upsampling Testing Condition in Idiom Translation

In neural machine translation experiments, the upsampling testing condition is similar to the joint testing condition—which trains the model on a dataset containing both regular parallel data and a specific subset of idiom data (idiom-train data)—but the idiom-train data is upsampled NN times. This condition evaluates whether upsampling targeted training data is necessary or effective to achieve better idiom translation quality.

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Updated 2026-07-06

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Data Science