As observed in prior art (Heigold et al., 2017; <cite>Belinkov and Bisk, 2018</cite>) , when there are significant amounts of natural noise, the model's performance drops significantly. However, training on our synthetic noise cocktail greatly improves performance, regaining between 20% (Czech) and 50% (German) of the BLEU score that was lost to natural noise.