The Argentines are now three points clear at the top of the group.
Uruguay were thrashed 4-1 by Bolivia while Venezuela drew 1-1 at home to Ecuador.
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Since Guus Hiddink arrived at the helm, Chelsea have improved considerably after a tricky start to the campaign.
Newcastle United are staring down the barrel of relegation to the Championship for the second time in the past eight years.