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intfloat avatar intfloat commented on June 9, 2024

The intuition behind TF feature is to let the model ignore unimportant words (usually some frequent stop words such as "the", "a").

As to the formula you mention, it is somewhat arbitrary. wikiwords.N * wikiwords.freq(w.lower() is the absolute frequency of word w, 0.1 * math.log is to avoid extremely large numbers, and + 10 is just to make sure math.log do not throw exceptions.

Other formulas might work as well.

Thank you.

from commonsense-rc.

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