Two goals from Mattia Destro and one from Vasilis Torosidis gave them a huge win.
The final will now be a Rome derby between them and fierce rivals Lazio.
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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.