One important point to mention is that we only included positive sentences (sentences with at least one phenotype) in our training set, because the number of negative sentences was far greater than positive sentences and it prevented the system from training efficiently.
whenever new phenotype names were found, the number of sentences in the training set increased for the next iteration.