No, unfortunately (for you in this case), marrying with Bulgarian citizen will only provide you the opportunity to obtain long-term residence permit in the country. Depending on whether you and your partner (will) have children may eventually speed up your naturalization significantly. You can read more about Bulgarian citizenship at Bulgarian citizenship by naturalization.