Our primary contribution is adapting the model of<cite> Chiu and Nichols (2016)</cite> to Twitter data by developing a text normalization method to effectively apply word embeddings to large vocabulary Web texts and automatically constructing lexicons for the shared task's target NE classes from publicly-available sources.