tokens: The potential impact of this work for neural networks research include : an appreciation of the multifaceted nature of LDDs ; a procedure for measuring LDD characteristics within a dataset ; an understanding of how different hyper - parameters setting on an SPk based dataset synthesis process ( string length , k , forbidden subsequences , vocabulary size ) affect the mutual information profile of the resulting dataset .