Statistic results on the imbalance datasets of adverse drug reactions.

Most tokens are annotated as class O, which is about 10 times that of ADR with entity labels. The algorithms tend to produce unsatisfactory classifiers when faced with (even extremely) imbalanced datasets. Those models may have a bias towards classes and only predict the majority class.