Systems, methods, and apparatuses including computer program products for segmenting words using scaled probabilities. In one implementation, a method is provided. The method includes receiving a probability of a n-gram identifying a word, determining a number of atomic units in the corresponding n-gram, identifying a scaling weight depending on the number of atomic units in the n-gram, and applying the scaling weight to the probability of the n-gram identifying a word to determine a scaled probability of the n-gram identifying a word.