论文信息 - Induction of Linguistic Structure with Combinatory Categorial Grammars

Induction of Linguistic Structure with Combinatory Categorial Grammars

Our system consists of a simple, EM-based induction algorithm (Bisk and Hockenmaier, 2012), which induces a language-specific Combinatory Categorial grammar (CCG) and lexicon based on a small number of linguistic principles, e.g. that verbs may be the roots of sentences and can take nouns as arguments.

Yonatan Bisk | Julia Hockenmaier

[1] Mark Steedman,et al. CCGbank: A Corpus of CCG Derivations and Dependency Structures Extracted from the Penn Treebank , 2007, CL.

[2] Phil Blunsom,et al. Inducing Tree-Substitution Grammars , 2010, J. Mach. Learn. Res..

[3] Mark Steedman,et al. Grammar Induction from Text Using Small Syntactic Prototypes , 2011, IJCNLP.

[4] Stephen Clark,et al. Evaluating a Wide-Coverage CCG Parser , 2013 .

[5] Mark Johnson,et al. Using Universal Linguistic Knowledge to Guide Grammar Induction , 2010, EMNLP.

[6] Steve Young,et al. Applications of stochastic context-free grammars using the Inside-Outside algorithm , 1990 .

[7] Mark Steedman,et al. Generative Models for Statistical Parsing with Combinatory Categorial Grammar , 2002, ACL.

[8] Yonatan Bisk,et al. Simple Robust Grammar Induction with Combinatory Categorial Grammars , 2012, AAAI.

[9] Beatrice Santorini,et al. Building a Large Annotated Corpus of English: The Penn Treebank , 1993, CL.

[10] Richard Johansson,et al. Extended Constituent-to-Dependency Conversion for English , 2007, NODALIDA.

[11] Yonatan Bisk,et al. Normal-form parsing for Combinatory Categorial Grammars with generalized composition and type-raising , 2010, COLING.

[12] Noah A. Smith,et al. Covariance in Unsupervised Learning of Probabilistic Grammars , 2010, J. Mach. Learn. Res..

[13] Martin Kay,et al. Syntactic Process , 1979, ACL.