The hosts took a deserved lead in the 25th minute when former Hungary international striker Krisztian Kenesei broke through a static Gunners defence and chipped delicately over the on-rushing Manuel Almunia.
But Arsenal equalised in the 42nd minute when Walcott - urged by manager Wenger to stake his claim for a regular place this season - rifled the ball home.
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