For example, context words are an important group of features in our classifier and they are sensitive to topics that might be more prevalent in some time periods.
we checked whether data from a certain range of years are labeled appropriately by  a classifier that is trained on data from previous years, or whether a classifier has to be retrained on training data from the same range of years.