Is Forgetting Good?

Yes....

BUT

Forget as little as possible.

Don't groom all of the hapaxes out an entire database. Instead, randomly delete only a few, and only as needed to make space for incoming features

This Yields A > 3x improvement in accuracy

over “block purge” or “hapax purge” database cleaning.