Introduction to Natural Language Processing, Finite-state automata and transducers Computational morphology, N-gram language models; smoothing; interpolation; backoff Part-of-speech tagging, Syntactic parsing: rule-based parsing; CYK algorithm; Earley's algorithm, Computational semantics and lexical semantics, Computational lexicons: WordNet Word Sense Disambiguation and Induction, Roles and frames: FrameNet, Semantic Role Labeling, Discourse and dialogue, Statistical Machine Translation. |
Text Books:
- Jurafsky and Martin, “Speech and Language Processing”, Prentice Hall, 2009.
- Manning and Schűtze. Foundations of Statistical Natural Language Processing, MIT Press, 1999.
- Larry Wall, Tom Christiansen, Jon Orwant. Programming Perl. O'Reilly. 1996. ISBN 1-56592-149-6.
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