text: the maximum development F1 score in 10 epochs as opposed to 
  486 without ELMo. This model furthermore achieved the same F1 
  score with 1% of the data as the baseline model achieved with 10% 
  of the training data. Increasing the number of model parameters, 
  however, did not yield noticeable increases for LSTMs [e.g. 82]. 