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You realize that the definition of term frequency might be a little too harsh, as the length of the documents could vary too much. As

You realize that the definition of term frequency might be a little too harsh, as the length of the documents could vary too much. As such, you choose to define the TF score as

tf(fik) = 1/2 + 1/2 (fik/max Di)

where fik denotes the frequency that term Tk appears in document Di and max Di denotes the frequency of the most common term in Di.

Discuss why you might want to consider this score instead.

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