Gypsum Hollow is a valley located in Cleburne County, Arkansas. It appears on the Drasco USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 615.64 feet (187.65 m) above sea level. The nearest populated place is Fivemile, approximately 2.5 miles to the SE.