Have you researched Vector Space Model (VSM) and cosine theta calculations
or approximations?
You could calculate one of the approximations on the incoming stream
yourself.

Check out this paper http://www.cse.ust.hk/~dlee/Papers/ir/ieee-sw-rank.pdf

Regards,

Bryan

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