Franck Ribery struck after 26 minutes and Lukas Podolski added the second two minutes after the break to leave Arminia only a point above the Bundesliga drop zone.
Nine-man Werder Bremen ensured they and Schalke will both play in the Champions League next season by beating northern rivals Hamburg 1-0.
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