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Table 3: 
Different weighting variations evaluated on the compounds data set (32,246 nominal compounds). All variations use t = 100 transformations, word representations with n = 200 dimensions and the dropout rate that was observed to work best on the dev dataset (see Appendix 6 for details). Results on the 6,442 compounds in the test set of the German compounds data set.
ModelW paramCos-dQ1Q2Q3≤5
TransWeight-feat n + n 0.344 28 50.82% 
TransWeight-trans t + n 0.338 24 52.90% 
TransWeight-mat tn + n 0.338 25 53.24% 
TransWeight tn2 + n 0.310 1 3 11 65.21% 
ModelW paramCos-dQ1Q2Q3≤5
TransWeight-feat n + n 0.344 28 50.82% 
TransWeight-trans t + n 0.338 24 52.90% 
TransWeight-mat tn + n 0.338 25 53.24% 
TransWeight tn2 + n 0.310 1 3 11 65.21% 
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