Here you can find lists of great NLP books are or have been used to teach courses at MIT.
By: Daniel Jurafsky, James Martin
By: Christopher D. Manning, Hinrich Schütze
By: James Allen
By: G Edward Barton, Robert C. Berwick, Eric Sven Ristad
By: Michael Brady, Robert C. Berwick, James Allen