How to reset Ubuntu Fonts?

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http://askubuntu.com – I've just followed some advice on askubuntu and installed gnome-shell over lubuntu. Everything went smooth, apart from the fonts that look different and ugly (as in some java programs). I've tried with xubuntu and it's the same. Is there a way to fix this? (HowTos)