You deserve to receive the prize is more common, but the -ing form is used also. There may be a question of timing. You deserve to receive the prize might indicate that the prize has not yet been awarded, while receiving could indicate that you have it in your hand.
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Hans51The book deserves reading ...You deserve receiving the prizeThese sound wrong to me. Only these sound right to me: