Comment by big-chungus4

You can take the output of the matrix LSTM, which is going to be matrix for each token, and compute the SVD. To get better storage, we want U and V to be the same for all tokens, so that we can operate on the diagonal S matrix. But LSTM is likely highly nonlinear, U and V will be vastly different for different tokens.