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Table 19 

Performance of IMS and UKB on the uniformly distributed test set when varying the size of the training set per pseudoword (MFS = 25.0%). Note that for Uni-Uni the MFS baseline is not affected by the choice of the most frequent sense in the training data.

Config.TrainSystemSize of training data
080160240320400480560640720800
Nat-Uni Nat IMS – 35.7* 39.0 41.1 42.5 43.8 44.6 45.4 46.0 46.6 47.1 
UKB 38.8 52.3 54.4 55.7 56.5 57.1 57.4 57.8 58.1 58.4 58.6 
 
Uni-Nat Uni IMS – 59.8 66.4 70.0 72.5 74.3 75.5 76.6 77.5 78.2 78.9 
UKB 38.8 53.9 55.4 56.5 57.6 58.6 59.3 59.9 60.3 60.7 61.0 
Config.TrainSystemSize of training data
080160240320400480560640720800
Nat-Uni Nat IMS – 35.7* 39.0 41.1 42.5 43.8 44.6 45.4 46.0 46.6 47.1 
UKB 38.8 52.3 54.4 55.7 56.5 57.1 57.4 57.8 58.1 58.4 58.6 
 
Uni-Nat Uni IMS – 59.8 66.4 70.0 72.5 74.3 75.5 76.6 77.5 78.2 78.9 
UKB 38.8 53.9 55.4 56.5 57.6 58.6 59.3 59.9 60.3 60.7 61.0 
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