[feature] variants of tf-idf weighting
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Closes #8 (closed)
Implements three different variants of tfidf, while the main differences are in the calculation of the tf.
Even thought natural and logarithmic have similar performance, the results from the augmented variant looks very off. On a closer look we can see that most sim values are between 0.8 and 1.
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