1. A computer-implemented method comprising: receiving, by a computerized text recognition system, an input in a script; applying a heuristic to the input to insert a plurality of cut points; generating a probability for each of the plurality of cut points, wherein the probability indicates a likelihood that the cut point is correct; selecting a plurality of segments of the input defined by cut points having a probability over a threshold; and providing the plurality of segments of the input to a character recognizer.