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Compared to previous results in the literature , the SVM models built from oversampled data sets exhibited better predictive abilities for the training and external test sets .
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Please list all entity words in the text that fit the category.Output format is "type1: word1; type2: word2". 
Option: Chemical 
Text: {0} 
Answer:
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