This toolkit provides six different Bayesian estimators for unsupervised Hidden Markov Model Part-of-Speech taggers, reported in the 2008 paper by Jianfeng Gao and Mark Johnson, “A comparison of Bayesian estimators for unsupervised Hidden Markov Model POS taggers,” presented during the 2008 Conference on Empirical Methods on Natural Language Processing.