MALLET (MAchine Learning for LanguagE Toolkit ) is a Java natural language toolkit developed at the University of Massachussetts and released under the Common Public License. MALLET is most widely used for classification and sequence modeling. It also includes clustering. It provides maximum entropy training, including conditional random fields, general undirected graphical models, finite-state transducers, and some general numerical optimization classes.