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 be performed. Alternatively, word sense induction methods can be tested and compared within an application. For instance, it has been shown that word sense induction improves Web search result clustering by increasing the quality of result clusters and the degree diversification of result lists. It is hoped that unsupervised learning will overcome the knowledge acquisition bottleneck because they are not dependent on manual effort. Other approaches may vary differently in their methods: The knowledge acquisition bottleneck is perhaps the major impediment to solving the WSD problem. Unsupervised methods rely on knowledge about word senses, which is barely formulated in dictionaries