The England midfielder made his return after 14 months out through injury in the game.
He is unlikely to be in contention for the Arsenal first team until after the international break.
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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.