ACL RD-TEC 1.0 Summarization of W04-3201
Paper Title:
MAX-MARGIN PARSING
MAX-MARGIN PARSING
Authors: Ben Taskar and Dan Klein and Mike Collins and Daphne Koller and Christopher Manning
Primarily assigned technology terms:
- algorithm
- categorization
- classification
- classification process
- classifier
- classifiers
- collins parser
- conditional random fields
- decoding
- decomposition
- disambiguation
- discriminative approach
- discriminative parsing
- dynamic programming
- dynamic programming approach
- entropy estimation
- factorization
- fast parsing
- feature representation
- flat classification
- inner product
- inside-outside algorithm
- kernel
- language parsing
- learning
- lexical selection
- lexicalization
- linear discriminant
- logistic regression
- loss function
- markov random fields
- max-margin estimation
- maximum entropy
- maximum entropy approach
- maximum likelihood
- maxlikelihood
- modeling
- named-entity extraction
- natural language parsing
- normalization
- optimization
- parameter estimation
- parse reranking
- parser
- parsers
- parsing
- part-of-speech tagging
- perceptron
- regression
- regularization
- reranking
- scoring
- support vector machines
- tagger
- tagging
- text categorization
- vector representation
- viterbi
- word-sense disambiguation
Other assigned terms:
- approach
- baseline model
- case
- classification accuracy
- classification tasks
- context free grammars
- context-free grammar
- context-free grammars
- convergence
- cubic time
- derivation
- derivations
- discriminative model
- distribution
- entropy
- estimation
- fact
- feature
- feature set
- feature vector
- feature vectors
- forest
- generative grammar
- generative model
- grammar
- grammars
- interpretation
- lexical features
- lexical information
- lexical model
- likelihood
- linear combination
- log-likelihood
- log-linear model
- mapping
- maps
- markov models
- measures
- method
- model performance
- named-entity
- natural language
- optimization problem
- parse
- parse forest
- parse tree
- parsing model
- parsing problem
- parsing task
- part-of-speech
- pcfg
- pcfg model
- pcfgs
- penn treebank
- probabilistic approach
- probability
- probability distribution
- probability distributions
- procedure
- process
- programming approach
- relative frequency
- representations
- sentence
- sentences
- support vector
- svms
- symbol
- symbols
- tag sequence
- tags
- term
- terms
- test data
- test set
- text
- training
- training data
- training examples
- training set
- training time
- transformation
- tree
- tree structures
- treebank
- trees
- weight vector
- word
- words
