Bureau of the Fiscal Service financial management and shared services. The Fiscal Service replaced the Bureau of the Public Debt and the Financial Management Service effective October 7, 2012 per directive of Treasury Secretary Timothy Geithner. The Bureau manages the government's accounting, central payment systems, and public debt. Among its duties is to collect any voluntary donations made to the government for reduction of the public debt. Bureau of the Fiscal Service The Bureau of the Fiscal Service (Fiscal Service) is a bureau of the U.S. Department of the Treasury, an agency of the United States federal government. The mission of the Fiscal Service is
Word-sense disambiguation space. However, these supervised methods are subject to a new knowledge acquisition bottleneck since they rely on substantial amounts of manually sense-tagged corpora for training, which are laborious and expensive to create. Because of the lack of training data, many word sense disambiguation algorithms use semi-supervised learning, which allows both labeled and unlabeled data. The Yarowsky algorithm was an early example of such an algorithm. It uses the ‘One sense per collocation’ and the ‘One sense per discourse’ properties of human languages for word sense disambiguation. From observation, words tend to exhibit only one sense in most given discourse and