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We show that all three methods perform well on our task, and that combining the models through different ensemble methods can improve results, providing increases in recall for the majority class and improving precision for all other classes. We also show the potential of framing ADE extraction from drug labels as a multi-class classification task on the Reason, or type, of ADE. The World Health Organization recommends the use of bedaquiline (BDQ) to formulate efficacious combination regimens against multidrug-resistant tuberculosis (MD