So, how does this compare to Pattern (http://www.clips.ua.ac.be/pages/pattern) -- a (in my opinion) very high-quality, BSD-licensed data mining and NLP library coming from the academic world?
Pattern doesn't really use machine learning, just some pre-computed statistics from the annotated data, and some hand-crafted rules. Machine learning is good. It's really the right way to build these systems.