Zero temperature limit in (1+1) directed polymers with finite range correlated random potential is studied. In terms of the standard replica technique it is demonstrated that in this limit the considered system reveals the one-step replica symmetry breaking structure similar to the one which takes place in the Random Energy Model. In particular, it is shown that at the temperature (where and are the strength and the correlation length of the random potential) there is a crossover from the high- to the low-temperature regime. Namely, in the high-temperature regime at the model is equivalent to the one with the -correlated potential where the non-universal prefactor of the free energy is proportional to , while at this non-universal prefactor saturates at a finite (temperature independent) value.

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