Molecular dynamics simulations are used to study relaxation of entangled polymer melts deformed far from equilibrium by uniaxial extensional flow. Melts are elongated to a Hencky strain of 6 at Rouse-Weissenberg numbers from 0.16 to 25, producing states with a wide range of chain alignment. Then flow is ceased and the systems are allowed to relax until twice the equilibrium disentanglement time. The relaxation of the stress is correlated with changes in the conformation of chains and the geometry of the tube confining them. Independent of initial alignment, chains relax to conformations consistent with the equilibrium tube length and diameter on the equilibrium Rouse time. Subsequent relaxation is the same for all systems and controlled by the equilibrium distentanglement time. These results are counter to recent work that suggests orientation causes a large, stretch-dependent reduction in the entanglement density that can only be recovered slowly by reptation on the equilibrium disentanglement time, raising fundamental questions about the nature of entanglement in aligned polymer melts.