Um. So , um  Mm - hmm.
OK. So  one thing I haven't done yet is to actually do all of this with a much larger  with our full training set. So right now , we 're using a  I don't know , forty ? I i it 's  it 's  eh  it 's a f training set that 's about , um , you know , by a factor of four smaller than what we use when we train the full system. So , some of these smoothing issues are over - fitting for that matter.
Mm - hmm.
And the Baum - Welch should be much less of a factor , if you go full  whole hog.