According to the website below, Jeptha was a member of Company A, 14th. Mississippi Infantry Regiment. He is listed as buried in the Shiloh Cemetery which is across the road from the Shiloh Baptist Church in Sontag, Lawrence County.
A capsule history of the 14th. Regiment can be found at this URL.