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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

Requirements for representation, First-Order Logic, Description Logics

Syntax-Driven Semantic analysis, Semantic attachments

Word Senses, Relations between Senses, Thematic Roles, selectional restrictions

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