This was my reasoning as well - at some point using more words does not help (but takes more time), and with the long tail distribution of words you could poten

This was my reasoning as well - at some point using more words does not help (but takes more time), and with the long tail distribution of words you could potentially go up to hundreds of thousands and extremely overfit.