ACL RD-TEC 1.0 Summarization of W06-2607
Paper Title:
TREE KERNEL ENGINEERING IN SEMANTIC ROLE LABELING SYSTEMS
TREE KERNEL ENGINEERING IN SEMANTIC ROLE LABELING SYSTEMS
Authors: Alessandro Moschitti and Daniele Pighin and Roberto Basili
Primarily assigned technology terms:
- algorithm
- approximation
- argument classification
- automatic feature engineering
- automatic learning
- boundary classification
- boundary detection
- classification
- classification approach
- classifier
- classifiers
- combined classification
- combined classifier
- data extraction
- deep syntactic parse
- encoding
- entity recognition
- extraction procedure
- extractor
- fast tree kernel
- feature engineering
- feature representation
- kernel
- kernels
- language learning
- learning
- linking
- machine learning
- modeling
- named entity recognition
- natural language learning
- node marking
- parsing
- parsing re-ranking
- re-ranking
- recognition
- regularization
- relation extraction
- semantic role labeling
- single classifier
- software development
- spanning tree
- srl system
- support vector machines
- svm-light
- svm-light-tk software
- syntactic parsing
- syntactic parsing re-ranking
- tree kernel
- tree kernels
- type classification
Other assigned terms:
- adjunct
- annotation
- approach
- argument boundary
- argument structure
- argument structures
- boundary classification task
- case
- classification performance
- classification task
- classification tasks
- concepts
- corpora
- cpu time
- data set
- detection task
- evaluations
- fact
- feature
- feature sets
- feature space
- frame
- frame semantics
- framenet
- governing category
- head word
- implementation
- kernel evaluation
- kernel function
- labeling
- large feature space
- learning machine
- learning model
- linguistic
- linguistic features
- markup
- measures
- modifier
- named entity
- natural language
- negation
- noise
- parse
- parse tree
- penn treebank
- phrase
- phrase type
- predicate argument
- predicate argument structure
- predicate-argument
- predicates
- procedure
- process
- propbank
- propbank corpus
- regularization parameter
- relation
- representations
- role labeling
- running time
- semantic
- semantic role
- semantic roles
- semantic structures
- sentence
- sentences
- similarity scores
- style
- subtree
- subtrees
- support vector
- svms
- syntactic features
- syntactic information
- syntactic parse
- syntactic tree
- syntax
- target sentence
- target word
- technique
- terms
- theories
- theory
- training
- training corpora
- training data
- training set
- tree
- tree node
- tree representation
- treebank
- trees
- vector space
- verb
- verb classes
- word
- word sequences
- words
