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Table 3 
Summary of DSMs, their parameters, and evaluated parameter values. The combination of these DSMs and their parameter values leads to 228 DSM configurations evaluated per language (1 × 1 × 4 × 3 = 12 for PPMI–TopK, plus 6 × 3 × 4 × 3 = 216 for the other models).
DSMDimensionWordFormWindowSize
PPMI–TopK d = 1000     
PPMI–thresh d = 250, d = 500, d = 750 surface+, surface, lemma, lemmaPoS W = 1 + 1, W = 4 + 4, W = 8 + 8 
PPMI–SVD 
w2v–cbow 
w2v–sg 
glove 
lexvec 
DSMDimensionWordFormWindowSize
PPMI–TopK d = 1000     
PPMI–thresh d = 250, d = 500, d = 750 surface+, surface, lemma, lemmaPoS W = 1 + 1, W = 4 + 4, W = 8 + 8 
PPMI–SVD 
w2v–cbow 
w2v–sg 
glove 
lexvec 
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