ACL RD-TEC 1.0 Summarization of W02-1002
Paper Title:
CONDITIONAL STRUCTURE VERSUS CONDITIONAL ESTIMATION IN NLP MODELS
CONDITIONAL STRUCTURE VERSUS CONDITIONAL ESTIMATION IN NLP MODELS
Authors: Dan Klein and Christopher D. Manning
Primarily assigned technology terms:
- atis
- classification
- classifier
- computational linguistics
- conditional estimation
- conditional likelihood
- conditional maximum entropy
- conditional random fields
- crfs
- direct optimization
- disambiguation
- entropy classifier
- error analysis
- error reduction
- factorization
- graphical model
- hidden markov
- hidden markov model
- hmms
- illustration
- language modeling
- language processing
- learning
- learning task
- logistic regression
- machine learning
- machine-learning
- macro-averaging
- markov model
- maxent
- maximum entropy
- maximum entropy approach
- maximum entropy classifier
- maximum entropy model
- maximum-entropy
- maximum-entropy tagging
- modeling
- nlp
- optimization
- parameter estimation
- parse selection
- parser
- parsers
- parsing
- part-of-speech tagging
- pos tagging
- processing
- regression
- shift-reduce parsing
- smoothing
- statistical nlp
- taggers
- tagging
- weighting
- word-sense disambiguation
Other assigned terms:
- approach
- atis treebank
- bias
- case
- conditional distribution
- conditional independence
- conditional markov model
- conditional model
- conditional probabilities
- conditional probability
- context words
- corpora
- data corpus
- data set
- data sets
- determiner
- determiners
- distribution
- entropy
- error rate
- estimation
- events
- fact
- feature
- generation
- hmm model
- hypothesis
- interpretation
- joint distribution
- knowledge
- labeling
- language model
- likelihood
- linguistic
- linguistic data
- linguistics
- measure
- method
- model parameters
- model structure
- nlp applications
- nlp task
- nlp tasks
- optimization problem
- parse
- parsing accuracy
- parsing model
- part-of-speech
- pcfg
- penn treebank
- predeterminer
- priori
- probabilities
- probability
- process
- relation
- relative frequency
- sentence
- set size
- signal
- statistical model
- tag sequence
- tagging accuracy
- tags
- target word
- term
- terms
- test corpora
- test data
- test set
- theory
- training
- training data
- training set
- training set size
- training time
- treebank
- unigram
- unigram language model
- vocabulary
- word
- word sense
- word sequence
- words
