It is conoscenza, but science is scienza (although the "i" is silent).
Knowledge has improved, which is literally: la conoscenza è migliorata, è migliorata la conoscenza.
but also knowledge has grown/increased.
Remember crescere is to increase - they are similar, you cannot forget :-), but also to grow.