Experiment with pre-processing input sentences.

This is hacked together but was helpful.  20k preprocessed sentences can be tagged in under 10 seconds.

Next steps would be using Rodney's pipeline so the preprocessing isn't so much of a hack, and modifying the UI to expose partial results.