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Annotation reporting in NLP is improving, but critical details that affect validity are still frequently overlooked, especially in model evaluations.
Translationese, the tell-tale sign of translated text, can be predicted by quantifying the cognitive load of the translation task itself, revealing that it's not just stylistic preference but a rational adaptation to difficulty.