Trainings don't make up the words themselves, they take the words and their translations from your dictionary.
If the translation seems wrong, you can edit it in your dictionary. Then, it will show up correctly in your trainings.
If the mistake is in the word itself, you can delete it from your dictionary and enter the correct spelling manually.