Recent studies have shown that intrinsic dimensionality of natural text corpus is significantly lower than its ambient Euclidean space (Belkin and Niyogi, 2002;Xie et al., 2012).
laplacian Eigenmaps (lE) was proposed to compute corresponding natural low-dimensional structure.