The Hawks trailed by as many as 14 points in the second half but used Millsap's accurate shooting to emerge with a win in their straight overtime contest.
Millsap also supplied 13 rebounds as Atlanta defeated its division rival for a 10th consecutive time.
Al Jefferson erupted for 24 points and 23 rebounds for the Bobcats.
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