... dictionaries may provide sense distinctions that are too fine or too coarse for the data at hand. Also, one needs to have training data for which the cor- rect senses have been assigned, ... :/'5, which formed the basis for fivefold cross-validation: in each of five runs, one of the Ti was used as a performance test set, with the other 4 sets com- bined into one set used for tuning ... for each test set, where the base language model was MLE-1. The methods, going from left to right, are RAND, Pc, L, and A. The performances shown are for settings offl that were optimal for...