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Unsmoothed N-grams, Evaluating N-grams, Smoothing, Interpolation and Backoff

Word Classes, Part-of-Speech Tagging

Issues in PoS tagging

Hidden Markov and Maximum Entropy models, Viterbi algorithms and EM training

Context-Free Grammars, Grammar rules for English, Treebanks, Normal Forms for grammar

Dependency Grammar

Syntactic Parsing, Ambiguity, Dynamic Programming parsing

Shallow parsing

Probabilistic CFG, Probabilistic CYK, Probabilistic Lexicalized CFGs

Feature structures, Unification of feature structures

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