The Proteas were in dominant form, triumphing by nine wickets at the Sydney Cricket Ground as they finally won a World Cup knockout match at the sixth time of asking.
"I think we liked being called chokers, so we'll just keep that tag and move along as long as we keep winning," said de Villiers.
"We didn't come all this way just to make it to the semi-finals," added the skipper, not required to bat today after making a stunning 162 not out against the West Indies on his last SCG appearance during the pool stage.
De Villiers lost the toss but, following good work by the Proteas' pacemen, leg-spinner Imran Tahir took four for 26 and off-spinner JP Duminy's haul of three for 29 included a hat-trick.
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South Africa now face a semi-final in Auckland on March 24 against the winners of this Saturday's match between New Zealand and the West Indies.
- 'Don't show weakness' -
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"It means a lot to us," said de Villiers of South Africa's victory.