  In this short survey paper, we first recall the log gradient estimates for
the heat equation on manifolds by Li-Yau, R. Hamilton and later by Perelman in
conjunction with the Ricci flow. Then we will discuss some of their
applications and extensions focusing on sharp constants and improved curvature
conditions.
