ACL RD-TEC 1.0 Summarization of P06-1009
Paper Title:
DISCRIMINATIVE WORD ALIGNMENT WITH CONDITIONAL RANDOM FIELDS
DISCRIMINATIVE WORD ALIGNMENT WITH CONDITIONAL RANDOM FIELDS
Authors: Phil Blunsom and Trevor Cohn
Primarily assigned technology terms:
- algorithm
- approximate inference
- beam search
- bootstrap
- computational linguistics
- conditional random field
- conditional random fields
- crfs
- cross-validation
- decoding
- discriminative alignment
- discriminative word alignment
- expectation maximisation
- feature engineering
- giza
- heuristic search
- hidden markov
- hidden markov model
- machine translation
- map estimation
- markov model
- matching
- maximum likelihood
- modelling
- numerical optimisation
- optimisation
- parameter tuning
- phrase translation
- pos tagger
- processing
- quasi-newton optimisation
- search
- smoothing
- statistical machine translation
- string match
- string matching
- supervised training
- tagger
- tuning
- viterbi
- viterbi algorithm
- viterbi inference
- word alignment
- word matching
- word translation
Other assigned terms:
- 10-fold cross-validation
- affixes
- aligned corpus
- alignment error rate
- alignment model
- alignment models
- approach
- association for computational linguistics
- beam
- bilingual corpus
- bilingual dictionary
- break
- candidate translation
- case
- characters
- coefficient
- conditional distribution
- conditional model
- conditional probability
- conditional probability distribution
- corpora
- crf model
- data set
- data sets
- density function
- determiners
- dice
- dice coefficient
- dictionaries
- dictionary
- discriminative model
- distribution
- error rate
- estimation
- experimental results
- f-score
- feature
- feature set
- feature types
- french
- gaussian prior
- generalisation
- generative model
- generative models
- gold standard
- heuristic
- heuristics
- ibm models
- implementation
- index
- joint probability
- knowledge
- labeling
- language pair
- language pairs
- lexical features
- lexicon
- likelihood
- linguistics
- log-likelihood
- log-linear model
- log-linear models
- markup
- measure
- method
- model parameters
- noise
- parallel corpus
- part-of-speech
- part-of-speech tags
- parts-of-speech
- partsof-speech
- phrase
- phrase level
- pos tag
- posterior
- posterior probability
- precision
- prefixes and suffixes
- prior distribution
- probabilities
- probability
- probability density
- probability density function
- probability distribution
- process
- sentence
- sentence position
- sentences
- sequence model
- source language
- source sentence
- sparse data
- statistics
- suffixes
- tags
- target sentence
- target word
- terms
- test data
- test set
- testing set
- trained model
- training
- training corpus
- training data
- training set
- translation direction
- translation pair
- translation pairs
- translation probabilities
- translation probability
- translation quality
- translation score
- translation table
- translation task
- word
- word alignments
- word association
- word pair
- words