After two 0-0 draws, it took spot kicks to separate the sides, with Newell’s eventually winning 10-9.
Olimpia are also into the last four after controversially beating Brazilian champions Fluminense.
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Chelsea have struggled to build momentum in the opening stages of the campaign and are currently looking over their shoulders at the relegation zone.
Who of Europe’s top strikers will move to England this summer?