Based on previous successes with this method for classification tasks in Twitter, we hypothesize that similar ensemble methods with neural networks using different weight initializations could also produce improvements for the tasks of hate speech detection in Twitter.
we conclude that with 99% confidence, our ensemble method will perform better than an individual model 98% of the time.