Gus Poyet's side beat Newcastle 2-0 at the Amex Stadium on Saturday courtesy of goals from Andrea Orlandi and Will Hoskins.
A late Danny Graham strike earned Swansea a replay as they drew 2-2 with the Gunners at the Liberty Stadium on Sunday afternoon.
The fourth round tie will be played over the weekend of January 26/27.
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