Yes, definitely. Section 12-118 requires payment of at least 75% of taxes due, or 90% if the assessment exceeds $500,000, even if appealed. Otherwise, penalties and interest are added to unpaid taxes due. Any judgment in your favor requires a refund of taxes paid in excess of any reduced assessment.