In this paper, we establish some new endpoint regularity properties of multilinear maximal operators and their fractional variants, both in the centered uncentered cases. The main results obtain not only answer a question Liu, Wu, Xue Yabuta, but also provide Sobolev boundedness continuity for operators. More importantly, present approach to deal with above