In that case they may be suckers as cherry trees are infamous for sprouting those from their shallow roots. If they are indeed attached to a main root from the mature cherry, try tearing them off rather than cutting off as doing that seems to make them less likely to throw up new ones from the same point.
A trowel in the hand is worth a thousand lost under a bush.
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