ACL RD-TEC 1.0 Summarization of J95-3002
Paper Title:
ROBUST LEARNING, SMOOTHING, AND PARAMETER TYING ON SYNTACTIC AMBIGUITY RESOLUTION
ROBUST LEARNING, SMOOTHING, AND PARAMETER TYING ON SYNTACTIC AMBIGUITY RESOLUTION
Authors: Tung-Hui Chiang and Keh-Yih Su and Yi-Chung Lin
Primarily assigned technology terms:
- acquisition process
- adaptive learning
- algorithm
- ambiguity resolution
- back-off estimation
- bootstrapping
- bootstrapping procedure
- classification
- clustering
- computational linguistics
- computing
- context-sensitive parsing
- decomposition
- disambiguation
- disambiguation process
- discrimination-based learning
- discriminative learning
- encoding
- error reduction
- estimation method
- estimation procedure
- estimation process
- estimator
- knowledge acquisition
- language modeling
- language processing
- learning
- learning algorithm
- learning algorithms
- learning approach
- learning procedure
- learning process
- likelihood approach
- likelihood estimate
- likelihood estimation
- likelihood estimation method
- likelihood estimator
- loss function
- lr parsing
- lr parsing algorithm
- machine translation
- machine translation system
- maximum likelihood
- maximum likelihood approach
- maximum likelihood estimation
- maximum likelihood estimator
- measuring
- model refinement
- modeling
- natural language processing
- normalization
- optimization
- parameter estimation
- parameter smoothing
- parameter training
- parameter tying
- parse tree selection
- parser
- parsers
- parsing
- parsing algorithm
- part-of-speech tagger
- part-of-speech tagging
- performance enhancement
- probabilistic parsing
- processing
- random selection
- ranking
- recognition
- robustness-oriented learning
- rule-based approach
- rule-based method
- sampling
- scoring
- scoring function
- smoothing
- smoothing method
- smoothing technique
- smoothing techniques
- speech recognition
- statistical approaches
- statistical language modeling
- statistical method
- syntactic ambiguity resolution
- syntactic disambiguation
- tagger
- tagging
- training process
- translation system
- tree selection
- weighting
Other assigned terms:
- adjective
- alphabet
- ambiguity
- approach
- association for computational linguistics
- baseline model
- benchmark
- bigram
- bigram model
- case
- computational feasibility
- conditional probability
- context-free grammar
- contextual information
- convergence
- correlation
- derivation
- disambiguation task
- electrical engineering
- error rate
- error reduction rate
- estimation
- events
- experimental results
- fact
- formal language
- formal language theory
- geometric mean
- grammar
- hypotheses
- hypothesis
- implementation
- index
- interpolation
- knowledge
- language model
- language models
- language theory
- large corpus
- large training
- lexicon
- lexicon entries
- likelihood
- linguistic
- linguistic information
- linguistics
- maximum likelihood estimate
- measure
- measures
- mechanisms
- method
- model complexity
- n-gram
- natural language
- nonterminal
- nouns
- parameter space
- parse
- parse tree
- parsed corpus
- parsing history
- parsing table
- part of speech
- part-of-speech
- parts of speech
- phrase
- phrase level
- phrase structure
- phrase structure rules
- prepositional phrase
- prepositional phrases
- probabilistic framework
- probabilities
- probability
- probability estimate
- procedure
- process
- recursion
- recursive structure
- relative clauses
- sentence
- sentences
- sentential form
- shift operation
- sparse data
- statistical approach
- statistics
- subtrees
- symbol
- symbols
- syntactic ambiguity
- syntactic information
- syntactic model
- syntactic parameter
- syntactic score
- syntactic structure
- syntactic structures
- syntactic tree
- syntactic trees
- tags
- technique
- term
- terms
- test set
- theory
- tokens
- training
- training corpus
- training data
- training set
- transformation
- transition probability
- tree
- trees
- trigram
- trigram model
- vocabulary
- word
- word sense
- words
