ACL RD-TEC 1.0 Summarization of N04-1030
Paper Title:
SHALLOW SEMANTIC PARSING USING SUPPORT VECTOR MACHINES
SHALLOW SEMANTIC PARSING USING SUPPORT VECTOR MACHINES
Authors: Sameer S Pradhan and Wayne H Ward and Kadri Hacioglu and James H Martin and Dan Jurafsky
Primarily assigned technology terms:
- algorithm
- argument classification
- argument identification
- argument identification and classification
- boundary identification
- charniak parser
- classification
- classifier
- classifiers
- clustering
- clustering algorithm
- database
- decision tree
- decision tree classifier
- encoding
- entity tagger
- feature analysis
- identification
- kernel
- learning
- learning algorithm
- learning approach
- learning mechanism
- machine learning
- machine learning algorithm
- machine learning approach
- maximum likelihood
- morphology
- multi-class classification
- named entity tagger
- parser
- parsers
- parsing
- polynomial kernel
- processing
- reporting
- search
- semantic annotation
- semantic parsing
- supervised machine learning
- support vector machine
- support vector machines
- svm classifier
- syntactic parser
- tagger
- tagging
- training process
- tree classifier
- verb clustering
- viterbi
- viterbi search
Other assigned terms:
- annotation
- approach
- argument boundary
- argument identification performance
- baseline performance
- baseline system performance
- binary feature
- binary features
- case
- categorial grammar
- classification accuracy
- classification performance
- classification problem
- classification task
- classification tasks
- cluster
- clusters
- co-occurrence
- combinatory categorial grammar
- constituent tree
- corpora
- cue words
- data set
- dependency grammar
- estimation
- fact
- feature
- feature sets
- formalism
- grammar
- grammar formalism
- head word
- hypotheses
- identification task
- implementation
- labeling
- language model
- lattice
- likelihood
- measure
- method
- multi-class classification problem
- named entities
- named entity
- natural languages
- noun phrase
- oracle
- parse
- parse tree
- parser performance
- parsing problem
- part of speech
- penn treebank
- phrase
- phrase structure
- phrase structure grammar
- phrase structure rule
- phrase type
- posterior
- precision
- predicate argument
- predicates
- preposition
- prepositional phrase
- probabilities
- probability
- process
- propbank
- propbank corpus
- representations
- semantic
- semantic representations
- sense information
- sentence
- sentences
- sigmoid function
- structure rule
- support vector
- svms
- syntactic category
- syntactic features
- syntactic head
- syntactic properties
- syntactic tree
- syntax
- syntax tree
- system performance
- termination criterion
- test data
- test set
- text
- training
- training and test data
- training data
- training set
- training time
- transition probabilities
- transitive verb
- tree
- tree adjoining grammar
- tree representation
- treebank
- trigram
- trigram language model
- verb
- verb class
- verb sense
- verb sense information
- word
- word sense
- words
- xtag
