ACL RD-TEC 1.0 Summarization of W05-1002
Paper Title:
VERB SUBCATEGORIZATION KERNELS FOR AUTOMATIC SEMANTIC LABELING
VERB SUBCATEGORIZATION KERNELS FOR AUTOMATIC SEMANTIC LABELING
Authors: Alessandro Moschitti and Roberto Basili
Primarily assigned technology terms:
- algorithm
- argument classification
- argument extraction
- argument identification
- argument identification and classification
- back-off estimation
- classification
- classification algorithm
- classifier
- classifiers
- clustering
- clustering algorithm
- computational linguistics
- convolution kernels
- data classification
- deep lexical acquisition
- feature representation
- identification
- kernel
- kernels
- language learning
- learning
- learning algorithm
- learning approaches
- lexical acquisition
- light-tk software
- linear kernel
- linking
- machine learning
- machine learning approaches
- natural language learning
- normalization
- parser
- parsing
- polynomial kernel
- processing
- regularization
- risk minimization
- role classification
- scf extraction
- semantic parser
- semantic subcategorization
- semantic tagging
- statistical parser
- subcategorization
- support vector machines
- svm algorithm
- svm approach
- svm-light
- syntactic realization
- synthesis
- tagging
- tree kernel
- tree kernels
- verb classification
- verb subcategorization
Other assigned terms:
- annotation
- annotators
- approach
- argument structure
- argument structures
- association for computational linguistics
- case
- classification accuracy
- classification performance
- classification task
- clusters
- compounding
- corpora
- correlation
- development set
- estimation
- evaluations
- extraction problem
- feature
- feature set
- feature space
- frame
- frame structure
- framenet
- framenet corpora
- gold standard
- governing category
- head word
- human annotators
- hypothesis
- kernel function
- labeling
- lexicon
- linguistic
- linguistic phenomena
- linguistic phenomenon
- linguistic theories
- linguistics
- mapping
- meaning
- measure
- method
- names
- natural language
- nouns
- parse
- parse tree
- parse tree path
- parse-tree
- penn treebank
- phrase
- phrase type
- precision
- predicate argument
- predicate argument structure
- predicate-argument
- predicate-argument structures
- predicates
- probbank
- propbank
- regularization parameter
- relation
- representations
- risk minimization principle
- semantic
- semantic information
- semantic representation
- semantic role
- semantic roles
- semantic space
- semantic structures
- sentence
- sentence annotation
- sentences
- similarity score
- structural representation
- subcategorization frame
- subtrees
- support vector
- surface form
- svm model
- svms
- symbols
- syntactic features
- syntactic frame
- syntactic properties
- syntactic structure
- syntactic structures
- syntax
- syntax and semantics
- target verb
- target word
- terms
- theories
- theory
- training
- training data
- training set
- tree
- tree path
- treebank
- trees
- vector space
- verb
- verb arguments
- verb class
- verb meaning
- verbal predicate
- word
- word corpus
- words
