I'm planning on doing a more in-depth write up on how NER/NLP in the tweetosphere is different that general NER/NLP which will by me technical explanation of what I did here. That should be up sometime later this week.
Right now there is a big disconnect in the post. I am guessing its because you assume the reader understands even what ner/nlp is