ACL RD-TEC 1.0 Summarization of P05-1045
Paper Title:
INCORPORATING NON-LOCAL INFORMATION INTO INFORMATION EXTRACTION SYSTEMS BY GIBBS SAMPLING
INCORPORATING NON-LOCAL INFORMATION INTO INFORMATION EXTRACTION SYSTEMS BY GIBBS SAMPLING
Authors: Jenny Rose Finkel and Trond Grenager and Christopher Manning
Primarily assigned technology terms:
- 5-fold cross validation
- algorithm
- approximate inference
- belief propagation
- computational natural language learning
- conditional random field
- crf training
- crfs
- cross validation
- decoding
- discriminative training
- dynamic programming
- entity recognition
- entity recognition systems
- error reduction
- exact inference
- extraction system
- extraction systems
- gibbs sampling
- hmms
- information extraction
- information extraction system
- information extraction systems
- information extraction tasks
- language learning
- language processing
- learning
- loopy belief propagation
- maximum likelihood
- modeling
- named entity recognition
- natural language learning
- natural language processing
- nlp
- optimization
- parameter optimization
- parsing
- perceptron
- preprocessing
- processing
- recognition
- recognition systems
- sampling
- sequence modeling
- simulated annealing
- smoothing
- statistical natural language processing
- statistical parsing
- template filling
- tractable inference
- training procedure
- validation
- viterbi
- viterbi algorithm
- viterbi decoding
- voted perceptron
Other assigned terms:
- approach
- case
- conditional distribution
- conditional probabilities
- conditional probability
- context free grammars
- convergence
- crf model
- data structures
- development set
- distribution
- document
- entity recognition task
- entity types
- evaluation metric
- extraction template
- fact
- grammars
- heuristic
- implementation
- knowledge
- labeling
- language use
- likelihood
- linguistic
- linguistic structure
- long-distance dependencies
- markov chain
- method
- model structure
- named entity
- natural language
- nlp tasks
- part-of-speech
- phrase
- precision
- probabilistic information
- probabilistic models
- probabilities
- probability
- probability distribution
- procedure
- recognition task
- sentence
- sentences
- sequence model
- statistical models
- statistical natural language
- technique
- term
- terms
- test set
- text
- tokens
- training
- training data
- training set
- transition probability
- true probability distribution
- word
- words
