I built a maximum entropy named entity recognizer for CoNLL data using OpenNLP MaxEnt http://sourceforge.net/projects/maxent/ for a course once.
Required a lot of data preprocessing with custom perl scripts do get all the features extracted into nice neat numerical vectors though.
