ACL RD-TEC 1.0 Summarization of W06-1666
Paper Title:
LOSS MINIMIZATION IN PARSE RERANKING
LOSS MINIMIZATION IN PARSE RERANKING
Authors: Ivan Titov and James Henderson
Primarily assigned technology terms:
- algorithm
- approximation
- approximation reranking
- bayes risk decoding
- binary classification
- classification
- classification method
- classifier
- classifier learning
- classifier training
- classifiers
- computational linguistics
- decoding
- discriminative classifier
- discriminative learning
- error reduction
- estimator
- extractor
- feature extraction
- feature weighting
- fisher kernel
- kernel
- kernels
- language processing
- learner
- learning
- learning algorithm
- learning algorithms
- learning methods
- learning task
- loss approximation
- loss estimation
- loss function
- machine translation
- mbr decoding
- n-best parsing
- natural language processing
- network learning
- neural network
- optimization
- parameterization
- parse reranking
- parser
- parsing
- parsing algorithm
- perceptron
- perceptron algorithm
- processing
- recognition
- reranker construction
- reranking
- signal processing
- speech recognition
- structured classification
- svm learning
- svm struct software package
- tagger
- tree kernel
- validation
- voted perceptron
- voted perceptron algorithm
- weighting
- wsj parsing
Other assigned terms:
- approach
- association for computational linguistics
- benchmark
- case
- classification error
- classification model
- classification tasks
- convergence
- development set
- discriminative model
- distribution
- domain knowledge
- error rate
- estimation
- evaluations
- exact match
- experimental results
- fact
- feature
- feature space
- feature vector
- generative model
- generative models
- generative probability
- generative probability model
- hypothesis
- implementation
- joint probability
- knowledge
- linguistic
- linguistic features
- linguistics
- log-likelihood
- maps
- measure
- measures
- method
- model parameter
- natural language
- oracle
- parse
- parse reranking problem
- parsing accuracy
- parsing model
- parsing models
- parsing problem
- parsing task
- part-of-speech
- part-of-speech tags
- partial parse
- pcfg
- penn treebank
- precision
- probabilistic model
- probabilistic models
- probabilities
- probability
- probability estimate
- probability estimates
- probability model
- relative error reduction
- sentence
- sentences
- signal
- svms
- tags
- terms
- testing set
- training
- training data
- training set
- tree
- treebank
- trees
- vocabulary
- wall street journal corpus
- word
- word error rate
- word sequences
- words
