This is actually a great oversimplification, since we have ignored sparsity issues. The original term-by-document matrix A, although large, is very sparse. On the other hand, the truncated SVD matrices Uk and Vk, although smaller in size, are generally completely dense. Thus storage savings may not be significant -- and may be possibly worse for small examples -- when sparse storage schemes are used.