We find that KSMs more accurately predict in vivo binding sites than position weight matrix (PWM) models and other more complex motif models across a large set of ChIP-seq experiments.  Furthermore, KSMs outperform PWMs and more complex motif models in predicting in vitro binding sites. 
THERM