This is done by expanding all the factors involved in the sampling/decoding of the rejected sequence x to a higher order.
while sampling or decoding the automaton using the current proposal q (t) , the contexts used in the path of the rejected sequence are replaced with higher order contexts in the new refined proposal q t+1 (x).