Speech and Language Processing
Daniel Jurafsky, James H. Martin
The standard graduate textbook on NLP and computational linguistics: language models, part-of-speech tagging, parsing, information extraction, semantics, and speech recognition. The freely available 3rd edition draft is continuously updated.
Natural Language ProcessingAdvancedOfficial Free DistributionPDF