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<?xml version="1.0" standalone="yes"?> <Paper uid="W99-0901"> <Title>Hiding a Semantic Hierarchy in a Markov Model</Title> <Section position="3" start_page="0" end_page="0" type="intro"> <SectionTitle> TOP LOCA~ON ENTITY LEc'E.FORM CAUSAL-AGENT PERSON e~ ~ &quot;~'~ BEEs ~m,,r~Z WORKER BEE WORKER FEMALE MALE </SectionTitle> <Paragraph position="0"> formally define our stochastic model. Next we look at a number of ultimately unsuccessful attempts to modify the forward-backward algorithm to perform effective word-sense disambiguation of the training data. Despite these problems we did obtain some encouraging results which we present at the end of the paper.</Paragraph> </Section> class="xml-element"></Paper>