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SRI-LM toolkit

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Ristad's Natural Discounting<br />

Eric Ristad's Natural Law of Succession -- The discount factor d is identical<br />

for all counts,.<br />

d = ( n(n+1) + q(1- q) ) / ( n^2 + n + 2q )<br />

where n is the total number events tokens, q is the number of observed<br />

event types. If q equals the vocabulary size no discounting is performed.<br />

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