ACL RD-TEC 1.0 Summarization of W04-3220
Paper Title:
VERB SENSE AND SUBCATEGORIZATION: USING JOINT INFERENCE TO IMPROVE PERFORMANCE ON COMPLEMENTARY TASK
VERB SENSE AND SUBCATEGORIZATION: USING JOINT INFERENCE TO IMPROVE PERFORMANCE ON COMPLEMENTARY TASK
Authors: Galen Andrew and Trond Grenager and Christopher Manning
Primarily assigned technology terms:
- add-one smoothing
- algorithm
- bayesian network
- bayesian smoothing
- computing
- cross-validation
- database
- disambiguation
- em algorithm
- factoring
- feature weighting
- fine-grained verb sense disambiguation
- frame determination
- graphical model
- language processing
- learning
- likelihood estimation
- maximum likelihood
- maximum likelihood estimation
- modeling
- naive bayes
- natural language processing
- nlp
- optimization
- optimization procedure
- parameter optimization
- parser
- parsing
- partitioning
- pcfg parser
- processing
- querying
- reasoning
- scf determination
- sense disambiguation
- sense disambiguation task
- smoothing
- subcategorization
- term weighting
- verb phrases
- verb sense disambiguation
- verb subcategorization
- weighting
- word sense disambiguation
Other assigned terms:
- 10-fold cross-validation
- adverb
- annotated dataset
- annotation
- annotators
- approach
- broad-coverage grammar
- brown corpus
- case
- context free grammars
- context words
- convergence
- corpora
- correlation
- correlations
- data set
- data sets
- data sparsity
- disambiguation model
- disambiguation task
- distribution
- estimation
- fact
- feature
- feature weights
- finite clause
- frame
- grammar
- grammars
- human annotators
- hypothesis
- independence assumption
- joint distribution
- joint probability
- joint probability model
- knowledge
- language processing tasks
- lexical feature
- lexicon
- likelihood
- linguistic
- logic
- method
- methodology
- model parameters
- model performance
- model structure
- natural language
- natural language processing tasks
- nlp tasks
- nonterminal
- nonterminals
- parse
- parsing accuracy
- part of speech
- particle
- particles
- parts of speech
- passive verb
- passivization
- pcfg
- pcfg model
- pcfgs
- penn treebank
- phrase
- posterior
- prepositions
- probabilistic model
- probabilities
- probability
- probability distributions
- probability model
- procedure
- process
- processing tasks
- pronouns
- query
- relative clauses
- rewrite rules
- sbar
- scf distribution
- semcor
- sense disambiguation accuracy
- sense disambiguation model
- sentence
- sentences
- smoothing parameter
- subcategorization frame
- synset
- syntactic feature
- syntactic model
- syntactic parse
- tags
- target sentence
- target verb
- target word
- term
- terms
- test set
- text
- training
- training data
- training examples
- training set
- tree
- tree structures
- treebank
- trees
- uniform distribution
- verb
- verb argument
- verb arguments
- verb phrase
- verb sense
- verb tag
- word
- word features
- word model
- word sense
- word sense model
- word type
- word types
- wordnet
- words
