In both systems, the frame-based log posterior vector of P (phone|acoustics) over all phones is decorrelated using the Karhunen-Loeve (KL) transform; unlike MLPs, CRFs take into account the entire label sequence when computing local posteriors.
our second set of experiments are based on the following observation regarding the CRF posteriors.