Tokens in the first paragraph were identified by <cite>Dakka and Cucerzan (2008)</cite> as useful features for a machine learner, an idea stemming from the fact that most human annotators will recognise an article's category after reading just the first paragraph. We extended this idea by also marking the first sentence and title tokens as separate from other tokens, as we found that often the first sentence was all that was required for a human annotator to classify an article.