Records of The Church of Jesus Christ of Latter-day Saints (LDS Church) indicate that 359 Mormon pioneers were buried at the site. Remnants of three of the graves are visible today, uncovered during the erection of a commemorative monument in 1936. The monument, a bronze statue by Salt Lake City artist Avard Fairbanks, depicts parents who have committed the body of an infant to the grave.
The graves of a number of Florence residents are also located in the cemetery. The community of Florence began to use the cemetery several years after the departure of the Mormons and prior to the Mormons the area had been used as an Indian burial ground.
With the exception of a commemorative marker in the nearby city park, the cemetery is the only visible reminder of the Mormon settlement.