> There are other issues where I could need help from an expert. For
> example, results don't get better when we use 4grams instead of 3grams.

This is, I think, a general conclusion from using shingles of any data
-- if you're increasing their lengths you also increase the sparsity
of the model space. People typically work with bigrams or trigrams;
more hardly increases the precision of any model.

Dawid

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