ACL RD-TEC 1.0 Summarization of P06-1060
Paper Title:
FACTORIZING COMPLEX MODELS: A CASE STUDY IN MENTION DETECTION
FACTORIZING COMPLEX MODELS: A CASE STUDY IN MENTION DETECTION
Authors: Radu Florian and Hongyan Jing and Nanda Kambhatla and Imed Zitouni
Primarily assigned technology terms:
- algorithm
- automatic content extraction
- beam-search
- chinese word segmentation
- chunking
- classification
- classification method
- classifier
- classifiers
- computing
- conditional random field
- conditional random fields
- data mining
- decoding
- detection and tracking
- disambiguation
- dynamic programing
- encoding
- entity detection
- entity detection and tracking
- entity recognition
- entropy classifier
- expectation-maximization
- expectation-maximization algorithm
- factorization
- finite-state transducers
- graphical model
- identification
- information extraction
- information extraction tasks
- information retrieval
- language processing
- language understanding
- learner
- learning
- machine learning
- maxent
- maximum entropy
- maximum entropy classifier
- maximum entropy framework
- maximum entropy model
- measuring
- mention detection
- mention detection and recognition
- mention detection task
- mining
- modeling
- named entity recognition
- natural language processing
- natural language understanding
- neural network
- noun phrase chunking
- one-to-one mapping
- parsing
- part-of-speech tagging
- partial evaluation
- phrase chunking
- phrase segmentation
- pos tagging
- processing
- pruning
- question answering
- recognition
- rescoring
- search
- segmentation
- segmentation and pos tagging
- sense disambiguation
- sentiment classification
- sequence classification
- sequential learning
- summarization
- syntactic parsing
- system training
- tagging
- text chunking
- training algorithm
- training procedure
- transducers
- viterbi
- weighted finite-state transducers
- word segmentation
- word segmentation and pos tagging
- word sense disambiguation
Other assigned terms:
- ace task
- annotation
- approach
- base noun
- base noun phrase
- beam
- bias
- case
- characters
- chinese word
- chunk
- chunks
- classification problem
- classification task
- classifier model
- co-reference
- concepts
- data sets
- dependency size
- dependency structure
- detection task
- discourse
- distribution
- document
- entity subtype
- entity type
- entity types
- entropy
- estimation
- evaluation function
- evaluation test
- evaluations
- events
- extraction evaluation
- f-measure
- fact
- feature
- feature set
- feature types
- french
- hypotheses
- hypothesis
- implementation
- invocation
- knowledge
- labeling
- language data
- language understanding research
- learning strategy
- linguistic
- log-likelihood
- mapping
- markov window
- measure
- method
- methodology
- model parameters
- mood
- named entity
- natural language
- nist
- noun phrase
- nouns
- part-of-speech
- phrase
- pos tag
- posterior
- precision
- probabilities
- probability
- probability distribution
- procedure
- process
- recognition task
- run-time
- runtime
- search space
- segments
- semantic
- sentence
- sentiment
- sources of information
- statistical significance
- syntactic features
- system performance
- tags
- terms
- test data
- test set
- text
- tokens
- training
- training and test data
- training data
- understanding
- user
- wilcoxon test
- word
- word sense
- words
