Giteau converted for 32-13.
Mitchell was then sin-binned for a high tackle on Matthew Rees, before the Wallabies lost Nathan Sharpe with another yellow card six minutes from time.
Shane Williams took full advantage of the two-man advantage to score his team's second try five minutes from time.
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