As we will see in Section 4.5, we found that this more sophisticated method outperforms the method presented by<cite> Collobert et al. (2011b)</cite> , which treats partial and exact matches equally, allows prefix but not suffix matches, allows very short partial matches, and marks tokens with YES/ NO.