Gum Spring Branch is a stream located in Cleburne County, Arkansas. It appears on the Parma USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 668.23 feet (203.68 m) above sea level. The nearest populated place is Brewer, approximately 1.5 miles to the WSW.