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Parsing: CYK AlgorithmExplores formal grammars, parsing algorithms, CYK algorithm efficiency, and syntactic correctness in Natural Language Processing.
Introduction to GrammarsIntroduces automata, regular languages limitations, context-free grammars, and balanced parentheses grammars.
CYK algorithmIntroduces the CYK algorithm for efficient syntactic analysis using chart parsing and discusses its complexity and bottom-up parsing technique.
Syntactic Parsing: Dependency StructureCovers syntactic structure, dependency parsing, and neural network transition-based parsing, highlighting the importance of dependency structure in linguistic analysis.
Knowledge Inference for GraphsExplores knowledge inference for graphs, discussing label propagation, optimization objectives, and probabilistic behavior.