Finally, we experiment in a balanced data setting, training and testing on the same number of documents from each year.
time expressions are sometimes included, and the last sentence in the original text contains a helpful relative clause: This one clause is more valuable than the rest of the document, allowing us to infer that the document's timestamp is before February, 2000.